{"id":"W6944445724","doi":"10.17605/osf.io/ahwp4","title":"Empirical investigation of resource use and costs of investigator-initiated randomized controlled trials in four countriesled","year":2021,"lang":"en","type":"article","venue":"OSF Preprints (OSF Preprints)","topic":"Meta-analysis and systematic reviews","field":"Decision Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Randomized controlled trial; Resource use; Psychological intervention; Resource (disambiguation); Empirical research; Cost–benefit analysis; Resource allocation; Scarcity; Baseline (sea)","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[{"model":"gemma","categories":["metaresearch"],"domain":"methods","study_design":"observational","genre":"empirical","about_ca_system":false,"about_ca_topic":false,"confidence":"medium","status":"direct model label, unvalidated"},{"model":"gpt","categories":["metaresearch"],"domain":"methods","study_design":"observational","genre":"empirical","about_ca_system":false,"about_ca_topic":false,"confidence":"high","status":"direct model label, unvalidated"}],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","metaepi_narrow","metaepi_broad","insufficient_payload"],"consensus_categories":["metaresearch","insufficient_payload"],"category_scores_codex":[0.5839958,0.0004121258,0.01659488,0.0006814359,0.00007333921,0.0005271865,0.001193472,0.0002817373,0.1484445],"category_scores_gemma":[0.8916582,0.0002455195,0.002765606,0.001532603,0.0005982465,0.0003974196,0.0007306806,0.0003202939,0.02011364],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008888767,"about_ca_system_score_gemma":0.0006811777,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001243387,"about_ca_topic_score_gemma":0.00008829257,"domain_scores_codex":[0.6957558,0.2648555,0.03050447,0.0032833,0.005183012,0.0004178666],"domain_scores_gemma":[0.5590463,0.3920351,0.02827035,0.01390526,0.005848976,0.0008940655],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"randomized_trial","study_design_scores_codex":[0.01575659,0.0002064008,0.9338016,0.00021909,0.002445715,0.00004069545,0.003432989,0.0008545609,0.01045322,0.004165425,0.02699219,0.001631548],"study_design_scores_gemma":[0.4345788,0.00001041543,0.3193335,0.002371966,0.006921351,0.0001380959,0.002751971,0.04705419,0.05164707,0.1058097,0.02773952,0.001643398],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9666545,0.00003917326,0.002197277,0.0009658777,0.0001050526,0.003639832,0.00002709009,0.000009094178,0.02636212],"genre_scores_gemma":[0.9762686,0.000122764,0.003226374,0.0004661977,0.00002403004,0.0002986543,0.00001754864,0.00001946417,0.01955632],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.614468,"threshold_uncertainty_score":0.9999997,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4990697220005766,"score_gpt":0.4554803192352362,"score_spread":0.0435894027653404,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}