{"id":"W4393257440","doi":"10.1097/cxa.0000000000000195","title":"Select Practice Challenges for 2024","year":2024,"lang":"en","type":"article","venue":"The Canadian Journal of Addiction","topic":"Nursing Roles and Practices","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Business; Computer science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002317423,0.00006150955,0.00009329094,0.0001532318,0.0008888056,0.00005653494,0.0001103988,0.00009075899,0.0005583103],"category_scores_gemma":[0.0007409168,0.00003990173,0.00005652506,0.0001336022,0.00002804822,0.0003915881,0.000002991472,0.0007497321,0.00008308688],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002957217,"about_ca_system_score_gemma":0.001934551,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0031826,"about_ca_topic_score_gemma":0.06309606,"domain_scores_codex":[0.9989898,0.0003240448,0.0002558223,0.00007021787,0.0001192634,0.0002408346],"domain_scores_gemma":[0.9975275,0.00167929,0.0001991244,0.00008913394,0.0003187105,0.000186266],"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":[0.0001852638,0.000009015529,0.00003647597,0.0001374946,0.0002613419,0.00003953608,0.01282538,0.00003967047,0.00005514277,0.01726981,0.7831913,0.1859496],"study_design_scores_gemma":[0.0001254586,0.0001973744,0.000282544,0.0003601714,0.0001932066,0.000137023,0.003874185,0.0002009886,0.000009994549,0.002280081,0.9922963,0.00004266895],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.003129247,0.1299937,0.001570698,0.6534203,0.03372068,0.0008683084,0.0000795122,0.00005661081,0.1771609],"genre_scores_gemma":[0.9724135,0.002779103,0.0007882805,0.002395891,0.006823329,0.00002904994,0.000004981631,0.00004868702,0.0147172],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9692842,"threshold_uncertainty_score":0.954,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0778574804609812,"score_gpt":0.4225848671476429,"score_spread":0.3447273866866617,"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."}}