{"id":"W4407897862","doi":"10.3912/ojin.vol30no01man06","title":"Future-Proof Healthcare Professionals: Innovative Approaches from Canada, The Netherlands, and The United States of America","year":2025,"lang":"en","type":"article","venue":"OJIN The Online Journal of Issues in Nursing","topic":"Healthcare Policy and Management","field":"Economics, Econometrics and Finance","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Health care; Health professionals; Political science; Law","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":[0.006917639,0.0007191385,0.0006463206,0.005856065,0.03260706,0.01465834,0.00288364,0.003695532,0.003473297],"category_scores_gemma":[0.008111236,0.0004046977,0.0006515724,0.00965107,0.01063068,0.004880478,0.009064678,0.006168933,0.0002675747],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.2041474,"about_ca_system_score_gemma":0.3865858,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9910624,"about_ca_topic_score_gemma":0.9969848,"domain_scores_codex":[0.9908301,0.001626961,0.0002261059,0.0006268556,0.003350204,0.00333983],"domain_scores_gemma":[0.9889101,0.001783452,0.0003057751,0.000171302,0.004337066,0.004492248],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0001088047,0.0002247502,0.02131929,0.0007578054,0.00005609819,0.003137264,0.5748343,0.0003891954,0.0007399681,0.1056757,0.08394998,0.2088068],"study_design_scores_gemma":[0.00002316853,0.00003872516,0.02056444,0.001464754,0.00004649085,0.0005750961,0.5767602,0.0002693376,0.0003692881,0.004638264,0.3951465,0.0001038062],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.3698159,0.07784285,0.00299244,0.2176396,0.003238736,0.0004717813,0.0008086358,0.0001102315,0.3270798],"genre_scores_gemma":[0.8593164,0.05879497,0.005090324,0.03740482,0.0003152718,0.0002612787,0.000698927,0.0001434886,0.03797452],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2041474,"threshold_uncertainty_score":0.9230762,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03695254146734218,"score_gpt":0.329708445110541,"score_spread":0.2927559036431988,"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."}}