{"id":"W4205867800","doi":"10.12927/cjnl.2021.26676","title":"Commentary – Regaining Our Professional Vision","year":2021,"lang":"en","type":"article","venue":"Nursing leadership","topic":"Nursing Roles and Practices","field":"Health Professions","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Nursing; Psychology; Sociology; Medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01567392,0.00133618,0.002049353,0.002210249,0.01154123,0.008139466,0.009340007,0.07008018,0.01463046],"category_scores_gemma":[0.1250931,0.001139174,0.002460462,0.001930892,0.01547434,0.009393979,0.005074388,0.07159495,0.01013118],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01564416,"about_ca_system_score_gemma":0.03049967,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03168959,"about_ca_topic_score_gemma":0.03278727,"domain_scores_codex":[0.9723617,0.01170564,0.001780751,0.002869944,0.008759947,0.002522072],"domain_scores_gemma":[0.8981745,0.06359416,0.004329719,0.002036097,0.02436237,0.007503147],"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":[0.00000820205,0.000003362764,0.00001343408,0.0001270713,0.000005036908,0.0001008408,0.0003897906,0.00001014138,0.0000271405,0.001453899,0.9966847,0.001176287],"study_design_scores_gemma":[0.00002375768,0.00001835768,0.000147129,0.001782916,0.00002054489,0.0004380347,0.001619148,0.00006556552,0.0001179413,0.005503274,0.9902215,0.00004186137],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.00006175938,0.001598997,0.00004794653,0.9270043,0.06937563,0.00001026325,0.00003346463,0.00001705902,0.001850708],"genre_scores_gemma":[0.001342779,0.001188641,0.00008116705,0.9463175,0.04860943,0.00003648879,0.00001726073,0.00003076934,0.002375899],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.07008018,"threshold_uncertainty_score":0.1135069,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3434793339282808,"score_gpt":0.4945385906519291,"score_spread":0.1510592567236483,"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."}}