{"id":"W2900117069","doi":"10.25011/cim.v41i2.31410","title":"The Revolution in Health Research","year":2018,"lang":"en","type":"article","venue":"Clinical and investigative medicine","topic":"Global Health and Surgery","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Canadian Institute for Advanced Research","funders":"Canadian Institute for Advanced Research","keywords":"Nature versus nurture; Executive director; Vice president; Library science; Management; Political science; Global health; Public administration; Sociology; Health care; Law","routes":{"ca_aff":true,"ca_fund":true,"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":[0.03941517,0.00106144,0.001386902,0.002849162,0.007276232,0.01943544,0.001541412,0.008280572,0.01051048],"category_scores_gemma":[0.03983017,0.0006645958,0.0009183095,0.002648439,0.06259623,0.01717892,0.01045152,0.01785362,0.003668123],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01685479,"about_ca_system_score_gemma":0.02718584,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005507806,"about_ca_topic_score_gemma":0.006304108,"domain_scores_codex":[0.966684,0.01963066,0.0009303248,0.003058669,0.006930661,0.002765758],"domain_scores_gemma":[0.954227,0.02601611,0.0018953,0.007080636,0.003900377,0.006880515],"domain_codex":null,"domain_gemma":"methods","domain_candidate":"methods","domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00003438435,0.00001959888,0.0001741691,0.0001606625,0.00001477902,0.00003882997,0.001758647,0.00006465433,0.00008156916,0.8522378,0.1244821,0.0209328],"study_design_scores_gemma":[0.00003033389,0.00003438271,0.0002645874,0.0005811823,0.000007006767,0.0001089862,0.001071291,0.00004896774,0.00009359103,0.2610905,0.7366545,0.00001465716],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.001846511,0.1533662,0.00520469,0.6465296,0.01469061,0.0000515588,0.0001322382,0.0001613938,0.1780172],"genre_scores_gemma":[0.2184611,0.1632328,0.01196148,0.4181523,0.04931361,0.0005049155,0.0002506971,0.0003974334,0.1377258],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.9605848,"threshold_uncertainty_score":0.2084498,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.5548579698810464,"score_gpt":0.5383545439876305,"score_spread":0.01650342589341591,"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."}}