{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004995323,0.000493713,0.0004770906,0.002838365,0.001401059,0.00262406,0.001012493,0.0007594929,0.001642853],"category_scores_gemma":[0.01479425,0.0003308169,0.001150363,0.003348871,0.0007899902,0.002825608,0.002067072,0.0009067873,0.0003613645],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002159953,"about_ca_system_score_gemma":0.001131928,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01027546,"about_ca_topic_score_gemma":0.01357226,"domain_scores_codex":[0.9975217,0.001507564,0.0001656276,0.0003388212,0.0002717652,0.0001945531],"domain_scores_gemma":[0.9762932,0.02011633,0.001516784,0.0006015492,0.001089251,0.000382846],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0002231609,0.0002780494,0.3094641,0.0008253784,0.0001293784,0.0008767525,0.63305,0.001365669,0.001411108,0.00194693,0.003192583,0.04723687],"study_design_scores_gemma":[0.0000396017,0.0002636371,0.2035441,0.0005955347,0.0002816057,0.001413654,0.7183558,0.04370965,0.001508421,0.002145405,0.02804505,0.00009745266],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9895082,0.0003362045,0.006087949,0.0006840882,0.00001998063,0.0002743636,0.001124334,0.00004782968,0.001917101],"genre_scores_gemma":[0.9914383,0.0004452566,0.005348231,0.0001166757,0.00002990255,0.0004458828,0.001296536,0.00003080995,0.0008483576],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01027546,"threshold_uncertainty_score":0.02641809,"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."}}