{"id":"W7115882304","doi":"10.28984/cnpj.v5i2.497","title":"Online Workload Measurement Index for NPs: Study of Acceptability","year":2025,"lang":"","type":"article","venue":"Canadian Nurse Practitioner Journal","topic":"Nursing Roles and Practices","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université du Québec en Outaouais; Centre Intégré Universitaire de Santé et de Services Sociaux du Centre-Sud-de-l'Île-de-Montréal; Hôpital Maisonneuve-Rosemont; Centres Intégré Universitaires de Santé et de Services Sociaux; Université de Moncton","funders":"","keywords":"Workload; Coding (social sciences); Health care; Measure (data warehouse); Primary care; Qualitative research; Data collection; Work (physics); Usability","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts","research_integrity","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00671094,0.0004544266,0.0008398843,0.001187217,0.00377068,0.0002326488,0.0006215462,0.0005681196,0.006801776],"category_scores_gemma":[0.004316831,0.0004595205,0.0002701967,0.000978564,0.0001413839,0.001202401,0.00004004367,0.003463969,0.00002890442],"about_ca_system_candidate":true,"about_ca_system_consensus":true,"about_ca_system_score_codex":0.00421683,"about_ca_system_score_gemma":0.01865073,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.06865422,"about_ca_topic_score_gemma":0.608248,"domain_scores_codex":[0.9923164,0.002680966,0.002185836,0.0006104861,0.0009430972,0.001263186],"domain_scores_gemma":[0.9907007,0.001262578,0.002084738,0.0008094431,0.003787607,0.001354988],"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":[0.004398368,0.01787444,0.3154961,0.001385667,0.002980773,0.00007974119,0.02678727,0.0007168512,0.00009954881,0.001045045,0.3298717,0.2992645],"study_design_scores_gemma":[0.006155244,0.0009990131,0.3609804,0.00243051,0.001355333,0.0000303196,0.1833482,0.0002359112,0.00001174355,0.002660228,0.4413564,0.0004367594],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6030661,0.01672954,0.006532426,0.2551036,0.05769558,0.01488564,0.001614329,0.00007954213,0.0442932],"genre_scores_gemma":[0.9923825,0.0004432356,0.0005892349,0.002293571,0.001420062,0.0001164262,0.00001900636,0.00005150618,0.002684464],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5395938,"threshold_uncertainty_score":0.9997857,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08836811415526233,"score_gpt":0.4288846223984812,"score_spread":0.3405165082432189,"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."}}