{"id":"W4285340912","doi":"10.2196/34564","title":"Predicting Effective Adaptation to Breast Cancer to Help Women BOUNCE Back: Protocol for a Multicenter Clinical Pilot Study","year":2022,"lang":"en","type":"article","venue":"JMIR Research Protocols","topic":"Cancer survivorship and care","field":"Medicine","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"European Commission","keywords":"Breast cancer; Psychosocial; Medicine; Cancer; Population; Psychological resilience; Socioeconomic status; Gerontology; Family medicine; Psychology; Psychiatry; Internal medicine; Environmental health; Social psychology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.03351692,0.003422934,0.004539509,0.001719187,0.004062502,0.001467907,0.002913336,0.002997604,0.02292636],"category_scores_gemma":[0.02465424,0.001978181,0.003504777,0.00204746,0.002148472,0.001806709,0.002638866,0.003661283,0.005756612],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003651668,"about_ca_system_score_gemma":0.01672321,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002615317,"about_ca_topic_score_gemma":0.003231082,"domain_scores_codex":[0.9840339,0.01069573,0.001852664,0.001160732,0.001115515,0.001141546],"domain_scores_gemma":[0.9843854,0.003430419,0.002820564,0.002326394,0.004742484,0.002294699],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"randomized_trial","study_design_gemma":"observational","study_design_scores_codex":[0.5364495,0.1726444,0.04424531,0.01852058,0.002002738,0.001304521,0.004231012,0.01865538,0.007721325,0.005956802,0.04280454,0.145464],"study_design_scores_gemma":[0.4426091,0.3032033,0.1350266,0.004222537,0.00142799,0.0003913724,0.0031883,0.01126921,0.00530073,0.005094503,0.08754393,0.000722426],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"protocol","genre_gemma":"protocol","genre_scores_codex":[0.007021742,0.0000526836,0.001829087,0.0001047393,0.00006160941,0.9895415,0.001031203,0.00003247248,0.0003249514],"genre_scores_gemma":[0.002438941,0.0000264233,0.001580698,0.00004252465,0.00001295565,0.9955556,0.0002589594,0.000001917503,0.00008201587],"genre_candidate":"protocol","genre_consensus":"protocol","teacher_disagreement_score":0.03351692,"threshold_uncertainty_score":0.1772566,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3302464059101172,"score_gpt":0.5947638808512209,"score_spread":0.2645174749411037,"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."}}