{"id":"W4416598529","doi":"10.1186/s13063-025-09260-4","title":"Shared decision-making and behaviour change collide: an analysis of consultations discussing clinical trial recruitment","year":2025,"lang":"en","type":"article","venue":"Trials","topic":"Ethics in Clinical Research","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Robarts Clinical Trials; University of Ottawa; Ottawa Hospital","funders":"Medical Research Council; Canadian Institutes of Health Research","keywords":"Behaviour change; Clinical trial; Alternative medicine; MEDLINE; Research design; Outcome (game theory); Randomized controlled trial","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch"],"consensus_categories":["metaresearch"],"category_scores_codex":[0.03386297,0.0001232569,0.001644924,0.0006051501,0.0001283099,0.00007239199,0.0001718249,0.0004032873,0.0003026235],"category_scores_gemma":[0.2378524,0.00008831712,0.0004447961,0.001268544,0.0003036649,0.00008795742,0.0001503201,0.0006378593,0.000002535438],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007213162,"about_ca_system_score_gemma":0.0005894325,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007663402,"about_ca_topic_score_gemma":0.0004536565,"domain_scores_codex":[0.9944602,0.001450949,0.002639226,0.0005095667,0.0007387921,0.0002012858],"domain_scores_gemma":[0.8882135,0.1094733,0.000624439,0.000732556,0.0007320757,0.0002241295],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.1462181,0.00383055,0.2912658,0.0002480672,0.006139732,0.00007533019,0.002160394,0.00001490322,0.0003865723,0.0185537,0.0006441143,0.5304628],"study_design_scores_gemma":[0.1338485,0.003865194,0.7937272,0.003191577,0.02228078,0.00000185612,0.001684079,0.003211626,0.0001866274,0.03675023,0.0009000471,0.0003522757],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.98851,0.0004667112,0.001553287,0.003234104,0.000649339,0.004884952,0.0002721897,0.00003535641,0.0003941023],"genre_scores_gemma":[0.9904081,0.0006438341,0.007483866,0.0004277308,0.000276735,0.0003299915,0.00006338917,0.0000117963,0.0003545878],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5301105,"threshold_uncertainty_score":0.9948414,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.9011759265715842,"score_gpt":0.7408228440136589,"score_spread":0.1603530825579252,"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."}}