{"id":"W1523530360","doi":"10.1002/cncr.29204","title":"Automated pain intervention for underserved minority women with breast cancer","year":2015,"lang":"en","type":"article","venue":"Cancer","topic":"Pain Management and Opioid Use","field":"Medicine","cited_by":37,"is_retracted":false,"has_abstract":true,"ca_institutions":"London Health Sciences Centre","funders":"National Cancer Institute","keywords":"Medicine; Breast cancer; Intervention (counseling); Physical therapy; Cancer; Cancer pain; African american; Internal medicine; Nursing","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":[],"consensus_categories":[],"category_scores_codex":[0.0004501612,0.0001032257,0.0001674583,0.000051321,0.0000303542,0.00001697874,0.00005819658,0.00004259781,0.0002384768],"category_scores_gemma":[0.00002963666,0.0000786292,0.0000381679,0.000137563,0.00003386165,0.00007739522,0.00001678239,0.00005376821,0.000006613556],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005189779,"about_ca_system_score_gemma":0.0001232037,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005268828,"about_ca_topic_score_gemma":0.000509834,"domain_scores_codex":[0.9992945,0.00003885636,0.0001174235,0.0001757311,0.0001378232,0.0002356307],"domain_scores_gemma":[0.9994655,0.00001918101,0.0000611923,0.0001473911,0.000156943,0.0001497894],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.004465398,0.0003541676,0.6053774,0.001527518,0.000726296,0.00002139793,0.001683319,0.0002390555,0.0003787719,0.0001892276,0.3239587,0.06107876],"study_design_scores_gemma":[0.01484289,0.000871758,0.8565958,0.0006935237,0.0002944739,0.00000265006,0.003079441,0.04920651,0.0001283892,0.0003153522,0.07355342,0.0004158227],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9914093,0.0005671649,0.0021365,0.00353717,0.0003001896,0.0008181809,0.00005116513,0.0003694825,0.0008108339],"genre_scores_gemma":[0.9905846,0.00003406089,0.0002516846,0.001220262,0.0003068409,0.0007152158,0.00003222486,0.00001964854,0.006835494],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2512184,"threshold_uncertainty_score":0.3206406,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03758271726621626,"score_gpt":0.3134381760038122,"score_spread":0.275855458737596,"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."}}