{"id":"W7016145460","doi":"","title":"Working Together to Improve Education: Highlights from CJNSE and CCGSE Collaboration","year":2024,"lang":"en","type":"article","venue":"DOAJ (DOAJ: Directory of Open Access Journals)","topic":"School Health and Nursing Education","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Queen's University","funders":"","keywords":"Work (physics); Process (computing); Government (linguistics); Context (archaeology)","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"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":[0.06555577,0.001806989,0.002106868,0.002873773,0.01728803,0.02431263,0.006619367,0.03580429,0.01845649],"category_scores_gemma":[0.07730553,0.001246481,0.00277349,0.004586384,0.009074175,0.01877112,0.0431342,0.04322267,0.003928979],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01702866,"about_ca_system_score_gemma":0.1154299,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02567734,"about_ca_topic_score_gemma":0.09485273,"domain_scores_codex":[0.9304952,0.02284343,0.004082737,0.00396473,0.01858521,0.02002857],"domain_scores_gemma":[0.729773,0.041024,0.006342817,0.003218388,0.03549894,0.1841428],"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":[0.0001387188,0.000272844,0.001726345,0.001558737,0.0001333198,0.0006675673,0.005751413,0.0001161463,0.0001784145,0.006957876,0.9201688,0.06232984],"study_design_scores_gemma":[0.0001801368,0.00009249075,0.004255502,0.004303725,0.00006843125,0.0004800177,0.01948664,0.00005929216,0.0001424275,0.005526932,0.9653015,0.0001028308],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.001211036,0.0225396,0.0002550879,0.9434519,0.02809941,0.00003490312,0.000121428,0.0000327172,0.004253874],"genre_scores_gemma":[0.03897529,0.04680677,0.002609098,0.8652377,0.03333992,0.0003426801,0.0005874442,0.0002980995,0.01180303],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.06555577,"threshold_uncertainty_score":0.3466962,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2688801887894466,"score_gpt":0.6397005729354092,"score_spread":0.3708203841459626,"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."}}