{"id":"W35467504","doi":"10.12927/hcq.2022.26781","title":"Empowering and Accelerating Impacts of Patient-Oriented Research.","year":2022,"lang":"en","type":"article","venue":"PubMed","topic":"Smoking Behavior and Cessation","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"NOSM University; McMaster University; Laurentian University; SickKids Foundation","funders":"","keywords":"Humanities; Philosophy","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.1385648,0.0004990886,0.0006319038,0.001809954,0.008863645,0.01323179,0.002307844,0.004283172,0.01422647],"category_scores_gemma":[0.1308605,0.0007400707,0.0009875703,0.00168856,0.01209657,0.007502424,0.02456256,0.006227888,0.001806377],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0177014,"about_ca_system_score_gemma":0.1810358,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02846796,"about_ca_topic_score_gemma":0.1067868,"domain_scores_codex":[0.8257165,0.1441847,0.003749248,0.002761158,0.01804311,0.005545458],"domain_scores_gemma":[0.7360324,0.1322189,0.01605426,0.01622822,0.0304673,0.06899892],"domain_codex":null,"domain_gemma":"methods","domain_candidate":"methods","domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0003659483,0.0009876911,0.04873117,0.005920077,0.0003762154,0.001407564,0.1233948,0.0005873345,0.003431479,0.2426785,0.1361876,0.4359315],"study_design_scores_gemma":[0.0002823499,0.0007876861,0.02392843,0.003761454,0.0001654405,0.0006106317,0.07084613,0.0004433558,0.001135497,0.1253589,0.7725744,0.0001057034],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.03223041,0.007619331,0.02427009,0.7968971,0.002531579,0.003838908,0.0006092649,0.0002813075,0.1317221],"genre_scores_gemma":[0.736394,0.0133367,0.09356724,0.1171783,0.002070235,0.003915594,0.000573808,0.0001707393,0.03279335],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.8614352,"threshold_uncertainty_score":0.7328095,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08209152399616312,"score_gpt":0.3515656375854184,"score_spread":0.2694741135892552,"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."}}