{"id":"W2900294895","doi":"10.25011/cim.v41i2.31443","title":"CSCI and the future of clinical health science research in Canada","year":2018,"lang":"en","type":"article","venue":"Clinical and investigative medicine","topic":"Pharmaceutical studies and practices","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"BC Children's Hospital; University of British Columbia","funders":"","keywords":"Sick child; Medicine; Health science; Family medicine; Clinical pharmacology; Columbia university; Medical education; Pediatrics; Sociology; Media studies; Pharmacology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":[0.05612784,0.0009857279,0.002467148,0.008043351,0.01729838,0.02669996,0.004203994,0.01192691,0.02917851],"category_scores_gemma":[0.07277314,0.001119562,0.001258185,0.01270532,0.0269774,0.008856187,0.01189444,0.01773383,0.003906912],"about_ca_system_candidate":true,"about_ca_system_consensus":true,"about_ca_system_score_codex":0.2347648,"about_ca_system_score_gemma":0.6809846,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9418315,"about_ca_topic_score_gemma":0.9597561,"domain_scores_codex":[0.952206,0.009281932,0.002986419,0.002745679,0.02360597,0.009174174],"domain_scores_gemma":[0.6972914,0.03844479,0.006438078,0.0060503,0.123935,0.1278404],"domain_codex":null,"domain_gemma":"evaluation","domain_candidate":"evaluation","domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002035891,0.0001831489,0.005728903,0.00124909,0.00009533904,0.0005357081,0.001523121,0.0006043972,0.0003578412,0.3136865,0.5276967,0.1481357],"study_design_scores_gemma":[0.0001293729,0.00008966056,0.008356455,0.002415767,0.0000341989,0.0001934032,0.001640377,0.0007054394,0.0001613244,0.04013954,0.9460286,0.0001058386],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.001706113,0.07715178,0.001326476,0.8378339,0.01179078,0.0001348756,0.0006303756,0.0001726504,0.069253],"genre_scores_gemma":[0.1485037,0.3588362,0.02573892,0.3251694,0.01447015,0.0006290129,0.002412075,0.0004003636,0.1238401],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9438722,"threshold_uncertainty_score":0.8875643,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.6759573957804147,"score_gpt":0.6116646440144771,"score_spread":0.06429275176593763,"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."}}