{"id":"W2036559665","doi":"10.1017/s1478951513000072","title":"A pan-Canadian web-based education program to support screening for distress: Evaluation of outcomes","year":2013,"lang":"en","type":"article","venue":"Palliative & Supportive Care","topic":"Cancer survivorship and care","field":"Medicine","cited_by":14,"is_retracted":false,"has_abstract":true,"ca_institutions":"Dalhousie University; University of Calgary; Health Sciences Centre","funders":"","keywords":"Distress; Psychosocial; Medicine; General partnership; Family medicine; Nursing; Clinical psychology; Psychiatry","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0002896009,0.0002375426,0.0004126552,0.0002679469,0.00008498921,0.0000342165,0.0001161054,0.0001021736,0.000989581],"category_scores_gemma":[0.0005796086,0.0002124871,0.0002448031,0.0003340587,0.00006196694,0.0001126281,0.00001807056,0.0001084152,0.00003868629],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006172551,"about_ca_system_score_gemma":0.003121,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.02134632,"about_ca_topic_score_gemma":0.09446714,"domain_scores_codex":[0.9980893,0.00008526235,0.0004086859,0.0004034048,0.0006115998,0.0004017446],"domain_scores_gemma":[0.9944508,0.00009756382,0.0002069464,0.0003204147,0.004483719,0.0004405301],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00007454872,0.0001369709,0.6100087,0.0004100722,0.00009363859,9.139478e-7,0.0043971,0.00001010453,0.0001816689,0.00004785386,0.0039424,0.380696],"study_design_scores_gemma":[0.002162805,0.001444196,0.9515492,0.0004190065,0.0005194988,4.520901e-7,0.02803588,0.0006854557,0.002767983,0.00007761209,0.01201658,0.0003213201],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.965914,0.0004460221,0.002160916,0.004773249,0.00071896,0.0176534,0.00170428,0.0001212221,0.006507947],"genre_scores_gemma":[0.9850406,0.000002601734,0.001940736,0.001200111,0.00008684736,0.00879156,0.002567124,0.00003871114,0.0003316735],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3803747,"threshold_uncertainty_score":0.9999236,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06126479017605031,"score_gpt":0.3936352853700995,"score_spread":0.3323704951940492,"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."}}