{"id":"W4220961735","doi":"10.1177/02692163221081329","title":"Do learners implement what they learn? Commitment-to-change following an interprofessional palliative care course","year":2022,"lang":"en","type":"article","venue":"Palliative Medicine","topic":"Palliative Care and End-of-Life Issues","field":"Medicine","cited_by":20,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Northern British Columbia; University of Calgary; McMaster University","funders":"Health Canada","keywords":"Palliative care; Medicine; Commit; Nursing; Medical education; Curriculum; Psychology; Pedagogy","routes":{"ca_aff":true,"ca_fund":true,"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","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0008709346,0.0005052774,0.001116019,0.0003471341,0.0004381996,0.00002323673,0.0004262643,0.00008512974,0.002047671],"category_scores_gemma":[0.000316648,0.0003941417,0.0002789774,0.0005612004,0.0001534862,0.0003007563,0.000445072,0.0007669934,0.00003504412],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008089708,"about_ca_system_score_gemma":0.0002599183,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000699022,"about_ca_topic_score_gemma":0.0003117693,"domain_scores_codex":[0.9956241,0.0005724482,0.0007461195,0.0007736903,0.001626984,0.0006566091],"domain_scores_gemma":[0.9975687,0.0005045244,0.0003812645,0.0006301869,0.0003710791,0.0005442588],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"qualitative","study_design_scores_codex":[0.001212457,0.0005155606,0.6105795,0.0002156291,0.0008339594,0.0002352672,0.351634,0.00004631546,0.001156308,0.0007423408,0.002572524,0.03025615],"study_design_scores_gemma":[0.006626214,0.006827668,0.07313602,0.00444157,0.0006337056,0.000003147183,0.8489614,0.0001447711,0.0006875596,0.0003404613,0.05766705,0.0005303989],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9466252,0.02859586,0.000430554,0.01619376,0.002634825,0.002808643,0.0001857758,0.0001502227,0.00237511],"genre_scores_gemma":[0.9894032,0.001522768,0.001168806,0.00520688,0.000656391,0.0007460691,0.0008029959,0.00007935055,0.0004135336],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5374435,"threshold_uncertainty_score":0.999851,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1938562717587345,"score_gpt":0.4825155320045706,"score_spread":0.2886592602458361,"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."}}