{"id":"W4391331680","doi":"10.2196/48860","title":"Toxic Relationships Described by People With Breast Cancer on Reddit: Topic Modeling Study","year":2024,"lang":"en","type":"article","venue":"JMIR Cancer","topic":"Cancer survivorship and care","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"","keywords":"Breast cancer; Domestic violence; Social support; Abandonment (legal); Shame; Psychology; Social media; Social psychology; Medicine; Poison control; Suicide prevention; Cancer; Environmental health","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001166153,0.0002090412,0.0002697838,0.0001086358,0.0001241996,0.00006648275,0.00008262414,0.00008746445,0.00103209],"category_scores_gemma":[0.000005833413,0.0001572485,0.00007281407,0.0005681225,0.00002127801,0.000125389,0.0000216441,0.0004818657,0.00003124768],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005191708,"about_ca_system_score_gemma":0.0002881388,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005711501,"about_ca_topic_score_gemma":0.04566579,"domain_scores_codex":[0.9985823,0.00005185601,0.0002006269,0.0004661593,0.0004205848,0.0002784618],"domain_scores_gemma":[0.999342,0.0000417904,0.00003004957,0.000332217,0.0001089543,0.0001449696],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.003942966,0.001602425,0.6811367,0.001650223,0.001607847,0.000342826,0.07374558,0.01015802,0.001910209,0.0006129017,0.09005965,0.1332307],"study_design_scores_gemma":[0.01469528,0.004769035,0.5780132,0.01190975,0.003318187,0.0003680334,0.05486747,0.1851129,0.001262666,0.0004191288,0.1412549,0.004009461],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9861525,0.004845284,0.0003098271,0.004506038,0.0008905406,0.0009881596,0.0001476672,0.000239454,0.001920493],"genre_scores_gemma":[0.991886,0.0001921598,0.00001087467,0.000440641,0.0006478182,0.001462723,0.00002760183,0.00005880983,0.005273413],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1749549,"threshold_uncertainty_score":0.9998811,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03397160420911291,"score_gpt":0.3170229798626435,"score_spread":0.2830513756535306,"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."}}