{"id":"W3082281817","doi":"","title":"GIMRAC development, model of care, support of admission avoidance and decreased length of stay","year":2020,"lang":"en","type":"article","venue":"Journal of medical research/The journal of medical research","topic":"Clinical practice guidelines implementation","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Specialty; Accountability; Medicine; Ambulatory care; Transparency (behavior); Health care; Hospital medicine; Nursing; Family medicine; Medical emergency; Political science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.008475264,0.0003166207,0.0001832727,0.0007799776,0.002012422,0.004904165,0.002526199,0.0009628673,0.01296382],"category_scores_gemma":[0.02353235,0.0001796514,0.0006202863,0.0006264025,0.001051275,0.001669669,0.00477775,0.002447535,0.001630588],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01172325,"about_ca_system_score_gemma":0.02497853,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02612008,"about_ca_topic_score_gemma":0.04503629,"domain_scores_codex":[0.9928912,0.003567333,0.0002674827,0.0003238245,0.002135309,0.0008147993],"domain_scores_gemma":[0.9849666,0.001660638,0.001484388,0.0006251229,0.005012334,0.006250954],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.0003720594,0.002594614,0.1571816,0.0007997498,0.00008589392,0.001218293,0.01849474,0.003999793,0.001638955,0.04209816,0.4176124,0.3539037],"study_design_scores_gemma":[0.0004470121,0.004281775,0.34283,0.00302619,0.000223161,0.003259388,0.07125241,0.01631065,0.002921139,0.02086753,0.534256,0.000324701],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.4949913,0.001492743,0.01772778,0.2360019,0.002050531,0.00142808,0.001523202,0.002535997,0.2422485],"genre_scores_gemma":[0.940738,0.0008987342,0.03075569,0.007781992,0.0002908233,0.0006971433,0.0008601455,0.0001702324,0.0178072],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02612008,"threshold_uncertainty_score":0.08505851,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.5441713178548016,"score_gpt":0.6148945981527941,"score_spread":0.07072328029799257,"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."}}