{"id":"W1965252314","doi":"10.1002/pon.1918","title":"Cancer Care Ontario's experience with implementation of routine physical and psychological symptom distress screening","year":2011,"lang":"en","type":"article","venue":"Psycho-Oncology","topic":"Cancer survivorship and care","field":"Medicine","cited_by":151,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; Cancer Care Ontario","funders":"","keywords":"Coaching; Workflow; Medicine; Quality management; Distress; Quality (philosophy); Cancer; Process management; Nursing; Business; Operations management; Psychology; Management system; Computer science; Engineering","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01296376,0.0004675571,0.0004526534,0.0007835907,0.01437042,0.004402474,0.002737556,0.001638502,0.003107091],"category_scores_gemma":[0.0317863,0.0007524664,0.0007659245,0.003118806,0.00363726,0.001596042,0.00488461,0.002391208,0.0002837965],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.1295039,"about_ca_system_score_gemma":0.2763987,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9818326,"about_ca_topic_score_gemma":0.9898302,"domain_scores_codex":[0.9715545,0.006571994,0.001367174,0.001147713,0.01088308,0.008475687],"domain_scores_gemma":[0.9543127,0.004556662,0.004981902,0.001354638,0.01795968,0.01683452],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000662995,0.001101152,0.4234354,0.001850116,0.0001573583,0.003812945,0.3030999,0.001323955,0.001810973,0.002819335,0.06200967,0.1979162],"study_design_scores_gemma":[0.000178994,0.001342225,0.7243777,0.0006349083,0.0001098644,0.0006610177,0.1295377,0.0007770325,0.0004556407,0.0002553444,0.1415095,0.0001601551],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8842627,0.00389488,0.001129069,0.05835474,0.0006320664,0.001504571,0.000962317,0.0002615492,0.04899808],"genre_scores_gemma":[0.9835582,0.00142204,0.001447364,0.004129929,0.0001166526,0.0004071045,0.0005254868,0.00005731651,0.008335782],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1295039,"threshold_uncertainty_score":0.9396209,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06304522598375772,"score_gpt":0.4057729511059983,"score_spread":0.3427277251222406,"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."}}