{"id":"W4402194362","doi":"10.2196/49761","title":"#TraumaTok—TikTok Videos Relating to Trauma: Content Analysis","year":2024,"lang":"en","type":"article","venue":"JMIR Formative Research","topic":"Mental Health via Writing","field":"Psychology","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Content (measure theory); Content analysis; Computer science; Psychology; Mathematics; Sociology","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":[0.002816426,0.0003376099,0.0002855833,0.005624051,0.001145655,0.001362503,0.0004761712,0.0003339263,0.004039044],"category_scores_gemma":[0.01259561,0.0001587097,0.0003083857,0.005647644,0.000920354,0.001259654,0.001611946,0.0004277067,0.0006874959],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002749287,"about_ca_system_score_gemma":0.002506717,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007156244,"about_ca_topic_score_gemma":0.01289284,"domain_scores_codex":[0.9987866,0.0004429652,0.0001508492,0.0001436399,0.0003209593,0.0001549702],"domain_scores_gemma":[0.9928331,0.003618952,0.0008630618,0.0002374396,0.002161821,0.0002855804],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"qualitative","study_design_scores_codex":[0.0006417505,0.0003907417,0.1116324,0.008452032,0.00005652817,0.001628373,0.3913052,0.0005918808,0.02148452,0.005328335,0.02846742,0.4300208],"study_design_scores_gemma":[0.0000514495,0.0004516738,0.4354923,0.003247731,0.000120286,0.001080918,0.3919667,0.003635828,0.01165027,0.002612693,0.1495535,0.0001365915],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9431972,0.0006841316,0.01191838,0.0008145244,0.0001228674,0.01111257,0.01650326,0.000261377,0.0153858],"genre_scores_gemma":[0.8755399,0.002326377,0.07592963,0.0004116481,0.0001111902,0.02146077,0.01424678,0.0002428314,0.009730938],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.007156244,"threshold_uncertainty_score":0.01994759,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3022731791707953,"score_gpt":0.5511231691328656,"score_spread":0.2488499899620704,"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."}}