{"id":"W6925075864","doi":"10.17605/osf.io/n8t59","title":"Dobbins et al. (2009) - Communication of Research Evidence - Experiment Protocol","year":2021,"lang":"en","type":"article","venue":"OSF Preprints (OSF Preprints)","topic":"Laser Material Processing Techniques","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Protocol (science); Sample (material); Randomized controlled trial; Research design; Public health; MEDLINE","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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.006760202,0.0001990177,0.0002873668,0.0001358679,0.0001193485,0.0001633685,0.001166135,0.000139488,0.08133383],"category_scores_gemma":[0.002376695,0.0002258044,0.00007506883,0.0003756118,0.0002026014,0.0004811313,0.001778751,0.0005218833,0.05833178],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002197495,"about_ca_system_score_gemma":0.0002106216,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001667454,"about_ca_topic_score_gemma":0.00002572955,"domain_scores_codex":[0.9966303,0.0009974224,0.0005825245,0.000869011,0.0005676685,0.0003531261],"domain_scores_gemma":[0.9947115,0.0004731712,0.0001086811,0.004121307,0.0004733558,0.0001119725],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0001271639,0.0004454735,0.001270996,0.001032371,0.0000889148,0.00002189852,0.002733858,0.001794807,0.8374608,0.002102671,0.1485062,0.004414831],"study_design_scores_gemma":[0.0002356842,0.000001636857,0.0007605551,0.0008338828,0.000006803063,0.00001215467,0.00009209331,0.0008958788,0.8814315,0.003858316,0.1116712,0.0002002565],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.09725457,0.00003551365,0.009408971,0.003411608,0.0003344118,0.05424215,0.00003030328,0.002536268,0.8327462],"genre_scores_gemma":[0.8121709,0.0004956711,0.04644733,0.000351905,0.0000446441,0.1104826,0.00002896229,0.0001667531,0.02981123],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8029349,"threshold_uncertainty_score":0.9424014,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06540165251907638,"score_gpt":0.3915552857405156,"score_spread":0.3261536332214392,"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."}}