{"id":"W4230870815","doi":"10.1177/1715163520977274","title":"Proactive practice","year":2020,"lang":"en","type":"article","venue":"Canadian Pharmacists Journal / Revue des Pharmaciens du Canada","topic":"Nursing Diagnosis and Documentation","field":"Nursing","cited_by":4,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Business","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0003694332,0.0003201115,0.0002927943,0.0001810279,0.0009756473,0.0004166103,0.0004451364,0.00005445349,0.0007704376],"category_scores_gemma":[0.0007705265,0.0003555429,0.0001200178,0.0006552425,0.0001237677,0.001174674,0.00002094512,0.0007573417,0.00004888033],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003090573,"about_ca_system_score_gemma":0.001735313,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.02737683,"about_ca_topic_score_gemma":0.02161273,"domain_scores_codex":[0.9974068,0.0002749868,0.0004918761,0.0004194332,0.0005133462,0.000893523],"domain_scores_gemma":[0.9957412,0.0001953337,0.0003155686,0.0001448619,0.0006100414,0.002992933],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001274736,0.0001459769,0.00124486,0.0001943086,0.0004011955,0.06083719,0.01336947,0.001695772,0.00802448,0.0001130562,0.5448335,0.3678655],"study_design_scores_gemma":[0.003236772,0.0002737369,0.00003995742,0.00002867038,0.0005129572,0.297567,0.0001654045,0.004177489,0.02462379,0.0001082321,0.6683356,0.0009304577],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8972474,0.003594206,0.0005963365,0.04579823,0.02466468,0.002210214,0.0008805525,0.0002650053,0.02474342],"genre_scores_gemma":[0.9578217,0.0005427115,0.000605569,0.03886724,0.001963427,0.00001587579,0.00002835673,0.00006612788,0.00008897127],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.366935,"threshold_uncertainty_score":0.9998897,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04027210549950612,"score_gpt":0.2978129089812883,"score_spread":0.2575408034817822,"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."}}