{"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":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.01691733,0.00009152015,0.0007553265,0.00005331358,0.0002591097,0.00000498082,0.0001393248,0.00004564778,0.00004058257],"category_scores_gemma":[0.007372056,0.00004197689,0.00002425406,0.0006826419,0.08376138,0.00007502099,0.0002160371,0.0009983388,0.000001412689],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003932591,"about_ca_system_score_gemma":0.002325703,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.2483577,"about_ca_topic_score_gemma":0.2681617,"domain_scores_codex":[0.9971156,0.0006341355,0.0009943112,0.0003582947,0.0005886683,0.0003090667],"domain_scores_gemma":[0.995772,0.002760512,0.0002101961,0.0002014204,0.0003850959,0.0006707672],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0008015271,0.00007534836,0.8327143,0.0001086897,0.00003964567,0.00001193446,0.0007046737,1.230367e-8,0.00001684849,0.01885015,0.01142975,0.1352471],"study_design_scores_gemma":[0.005246065,0.002071018,0.8803735,0.0003670882,0.00002712074,0.00001146534,0.002962867,0.0003325545,0.00003241504,0.0140612,0.0944647,0.00004993846],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6204903,0.005907369,8.512425e-7,0.3705609,0.0004919003,0.0002638455,0.000001387532,0.000002354586,0.002281035],"genre_scores_gemma":[0.9725149,0.01007215,0.0001558245,0.01553632,0.001658392,0.000004715602,7.164614e-7,0.000003774195,0.00005325129],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3550246,"threshold_uncertainty_score":0.9187321,"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."}}