{"id":"W2954359317","doi":"10.3399/bjgpopen19x101650","title":"Research evidence is essential for the development of family medicine as a discipline in the Japanese healthcare system","year":2019,"lang":"en","type":"article","venue":"BJGP Open","topic":"Healthcare Systems and Reforms","field":"Economics, Econometrics and Finance","cited_by":13,"is_retracted":false,"has_abstract":true,"ca_institutions":"London Health Sciences Centre; Western University; Centre for Family Medicine","funders":"","keywords":"Healthcare system; Health care; Engineering ethics; Medicine; Political science; Engineering; Law","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"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":[0.06531063,0.0007567,0.001547731,0.00652639,0.002625394,0.008363301,0.002501555,0.005448887,0.01559896],"category_scores_gemma":[0.2040664,0.0006935361,0.001511352,0.00627017,0.005443897,0.01121028,0.003164894,0.006004865,0.001740182],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.008710285,"about_ca_system_score_gemma":0.04250902,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03304098,"about_ca_topic_score_gemma":0.04940468,"domain_scores_codex":[0.9744757,0.01632248,0.00359844,0.001501257,0.003089461,0.001012662],"domain_scores_gemma":[0.5498171,0.2749891,0.04404265,0.0226139,0.09410557,0.01443163],"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":[0.0005600104,0.001354184,0.114841,0.04136815,0.002320489,0.001047022,0.006199762,0.001739844,0.0006778364,0.1450275,0.1591619,0.5257024],"study_design_scores_gemma":[0.0006008795,0.0007299816,0.1762478,0.184198,0.002530757,0.0006917823,0.02068872,0.003358865,0.0006447929,0.1536193,0.4563069,0.0003822141],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.01996412,0.3393374,0.007320424,0.5971413,0.007476426,0.0007825709,0.001169746,0.00007071932,0.02673729],"genre_scores_gemma":[0.4671042,0.3452405,0.05220792,0.1152788,0.01499704,0.001305501,0.001823352,0.00006935924,0.001973307],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9346893,"threshold_uncertainty_score":0.3453998,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.340491654084907,"score_gpt":0.4630773824836659,"score_spread":0.1225857283987589,"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."}}