{"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":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.0009472336,0.0001811801,0.0002510374,0.00008218301,0.001492132,0.00003461075,0.0001678346,0.0002753588,0.0006689248],"category_scores_gemma":[0.0002644558,0.0001709543,0.00007292825,0.0002827149,0.00005632889,0.0003458585,0.00004174526,0.001377304,0.0003709338],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002728195,"about_ca_system_score_gemma":0.0003117763,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002367738,"about_ca_topic_score_gemma":0.00002358567,"domain_scores_codex":[0.9966565,0.001411771,0.0003954085,0.0003926808,0.0003944882,0.000749106],"domain_scores_gemma":[0.998407,0.0006355405,0.000227335,0.0003816288,0.0001666834,0.0001817979],"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":[0.000242777,0.0003355148,0.007142252,0.000215366,0.00002566723,0.00005026253,0.01830035,0.000005055573,0.002470974,0.001300951,0.9275023,0.04240856],"study_design_scores_gemma":[0.001939997,0.0001696343,0.02246775,0.01086419,0.0001031005,0.00003977745,0.471414,0.0002850476,0.000736615,0.003262212,0.4882321,0.0004855963],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.04306274,0.001901774,0.0002776681,0.8788053,0.01302549,0.0003841519,0.000009269492,0.0002991097,0.06223446],"genre_scores_gemma":[0.9069531,0.00001872906,0.003687467,0.05302456,0.002299843,0.00002799172,0.0001343855,0.0000672408,0.03378667],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8638903,"threshold_uncertainty_score":0.9998078,"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."}}