{"id":"W6887795890","doi":"10.17605/osf.io/qy2gu","title":"Empirical investigation of resource use and costs of investigator-initiated randomized controlled trials in four countriesled","year":2021,"lang":"en","type":"other","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":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":["metaresearch"],"category_scores_codex":[0.2757756,0.001773798,0.004926943,0.01813973,0.0009343966,0.007061405,0.003295226,0.003079728,0.006384039],"category_scores_gemma":[0.7475892,0.00171721,0.007812332,0.03146513,0.002703014,0.005721044,0.004731375,0.003998048,0.000459605],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01055816,"about_ca_system_score_gemma":0.01009077,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005707601,"about_ca_topic_score_gemma":0.006442521,"domain_scores_codex":[0.3225951,0.5331034,0.09587196,0.01294173,0.03319221,0.002295586],"domain_scores_gemma":[0.08218559,0.8124912,0.0780019,0.01763588,0.008552,0.001133329],"domain_codex":"methods","domain_gemma":"methods","domain_candidate":"methods","domain_consensus":"methods","study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.01477417,0.001004303,0.3713929,0.1210538,0.1395989,0.001180019,0.004061286,0.02443328,0.0003879643,0.03865766,0.01357038,0.2698853],"study_design_scores_gemma":[0.01062588,0.004795469,0.4788364,0.1399924,0.1416421,0.00648168,0.005705361,0.05360773,0.00285809,0.06279635,0.09178304,0.0008756132],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.2982183,0.502031,0.08137497,0.01131631,0.0006715251,0.01797752,0.07018647,0.0004469595,0.01777697],"genre_scores_gemma":[0.8483897,0.04536117,0.07200155,0.002098216,0.0001885276,0.01473517,0.01644056,0.0001976964,0.0005875017],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7242244,"threshold_uncertainty_score":0.8930976,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4868066611910449,"score_gpt":0.4558136874446016,"score_spread":0.03099297374644333,"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."}}