{"id":"W4404481377","doi":"10.12968/gasn.2024.0093","title":"Promoting new competencies in liver care","year":2024,"lang":"en","type":"article","venue":"Gastrointestinal Nursing","topic":"Cholangiocarcinoma and Gallbladder Cancer Studies","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Royal Canadian Navy","funders":"","keywords":"Medicine; Nursing; Family medicine; Medical education","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00005405657,0.0001386611,0.0001949283,0.000146495,0.00005119302,0.00004860319,0.00004731366,0.00001683639,0.00003413181],"category_scores_gemma":[0.00006175542,0.0001238825,0.00008061105,0.0002526619,0.00007279347,0.00008070761,0.00002188732,0.0002615959,0.00003371712],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002807033,"about_ca_system_score_gemma":0.0001840668,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001879865,"about_ca_topic_score_gemma":0.00006992535,"domain_scores_codex":[0.999078,0.00001338241,0.0001696995,0.0002655569,0.0001664858,0.0003069006],"domain_scores_gemma":[0.999671,0.00004604529,0.00001751302,0.0001082688,0.00005072186,0.0001063955],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002408354,0.0001375765,0.4645835,0.001551108,0.00004385483,0.00526259,0.07127659,0.00001273022,0.01717842,0.0007728456,0.008442558,0.4304973],"study_design_scores_gemma":[0.001584363,0.001435189,0.9105524,0.04475089,0.0002375762,0.01607432,0.01516385,0.005135306,0.001258863,0.0004962603,0.002889494,0.0004214209],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9312736,0.04397881,0.001590787,0.005805953,0.000490698,0.0004856242,0.000004558684,0.0004326488,0.01593728],"genre_scores_gemma":[0.9851438,0.00001193267,0.01399916,0.00008397521,0.0004151198,0.000004089578,0.000007712404,0.00002206688,0.0003121792],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4459689,"threshold_uncertainty_score":0.5051784,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02469831860322877,"score_gpt":0.2879955976567263,"score_spread":0.2632972790534975,"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."}}