{"id":"W4413853809","doi":"10.1002/pon.70271","title":"Expanding Psycho‐Oncology Services in India: Perspectives From Physicians in Cancer Care Centres","year":2025,"lang":"en","type":"article","venue":"Psycho-Oncology","topic":"Cancer survivorship and care","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Medicine; Psycho-oncology; Cancer; Oncology; Family medicine; Clinical Oncology; Nursing; Internal medicine","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0001447067,0.0002904804,0.0008772684,0.0005667851,0.00006901701,0.00001798021,0.0002705729,0.0004879663,0.0004907196],"category_scores_gemma":[0.00002069384,0.0002937022,0.0001391756,0.0009335511,0.0001403476,0.0001037603,0.00007468009,0.0007231273,0.00002483256],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002640681,"about_ca_system_score_gemma":0.0005999127,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.02291794,"about_ca_topic_score_gemma":0.2116451,"domain_scores_codex":[0.9977144,0.0002645454,0.0004669625,0.000777933,0.0001865738,0.0005895746],"domain_scores_gemma":[0.9989367,0.0002752409,0.0001598738,0.0003938966,0.000128575,0.0001057668],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"qualitative","study_design_scores_codex":[0.001724565,0.0009207651,0.4819321,0.0002572813,0.0001843546,0.0002187275,0.4007307,0.00001552305,0.003994371,0.0002941992,0.001595579,0.1081318],"study_design_scores_gemma":[0.006083378,0.0004582858,0.3686983,0.0007308687,0.0001110029,0.000004763653,0.5351097,0.0000180202,0.0007713555,0.0006196882,0.08713505,0.000259615],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8996165,0.02295278,0.00001475905,0.006925099,0.003636521,0.0006003221,0.0000814692,0.00006998351,0.0661025],"genre_scores_gemma":[0.9912415,0.003446767,0.0001106123,0.003712086,0.0007128773,0.0003834873,0.00006799107,0.00003138827,0.0002932626],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1887272,"threshold_uncertainty_score":0.9999515,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01299083899950136,"score_gpt":0.375528084239644,"score_spread":0.3625372452401426,"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."}}