{"id":"W4410549120","doi":"10.3390/curroncol32050287","title":"Enhancing Cancer Patient Navigation: Lessons from an Evaluation of Navigation Services in Alberta, Canada","year":2025,"lang":"en","type":"article","venue":"Current Oncology","topic":"Palliative Care and End-of-Life Issues","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary; Alberta Health Services","funders":"Partenariat Canadien Contre Le Cancer; Alberta Cancer Foundation","keywords":"Referral; Medicine; Workflow; Equity (law); Service (business); Intervention (counseling); Medical education; Nursing; Computer science; Business","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":true,"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":[0.02052192,0.0005689961,0.0006278669,0.001120418,0.008915339,0.004245202,0.003018262,0.001151058,0.002499667],"category_scores_gemma":[0.02589343,0.0004832695,0.0007375498,0.003520301,0.002862593,0.001361174,0.003610496,0.001912938,0.0002230694],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.1582032,"about_ca_system_score_gemma":0.3795616,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.974475,"about_ca_topic_score_gemma":0.9927354,"domain_scores_codex":[0.9778565,0.01011878,0.000953575,0.000477231,0.005915569,0.004678488],"domain_scores_gemma":[0.968559,0.007113652,0.001238878,0.0006631516,0.01410647,0.008318895],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.00586566,0.01288636,0.1832881,0.006088678,0.0005901987,0.002702964,0.09200031,0.00812647,0.003205006,0.009701688,0.0598122,0.6157325],"study_design_scores_gemma":[0.00420412,0.02211412,0.5120825,0.006600531,0.001146654,0.0007847932,0.2454451,0.01315414,0.003888863,0.003233633,0.1866235,0.0007220765],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.926567,0.00421181,0.001931374,0.01918211,0.0003266209,0.006392421,0.001386124,0.0002207352,0.03978181],"genre_scores_gemma":[0.9712316,0.004438965,0.01143994,0.005036424,0.00008511875,0.00175569,0.0009039116,0.00008181123,0.005026638],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1582032,"threshold_uncertainty_score":0.976365,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1843812946911615,"score_gpt":0.5218975927491385,"score_spread":0.337516298057977,"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."}}