{"id":"W4404306181","doi":"10.2196/62680","title":"Probing Public Perceptions of Antidepressants on Social Media: Mixed Methods Study","year":2024,"lang":"en","type":"article","venue":"JMIR Formative Research","topic":"Mental Health via Writing","field":"Psychology","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Preprint; Social media; Perception; Psychology; Computer science; World Wide Web","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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.007755518,0.0001453582,0.0003005126,0.000906305,0.0005443011,0.0001019409,0.0003590341,0.0001293094,0.001536717],"category_scores_gemma":[0.0002521577,0.0001250451,0.00008880726,0.001292915,0.0002697865,0.0003467734,0.0002788115,0.00122478,0.0008409856],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002472311,"about_ca_system_score_gemma":0.0001269829,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004956183,"about_ca_topic_score_gemma":0.00002934634,"domain_scores_codex":[0.9930962,0.004244338,0.0005623295,0.000375613,0.0009211408,0.0008003737],"domain_scores_gemma":[0.9965672,0.002660327,0.00007505515,0.0002895067,0.0002608808,0.0001470257],"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":[0.0001346813,0.002343358,0.002240092,0.0007890502,0.000206854,0.00005905802,0.4497311,2.701008e-7,0.001668853,0.02266691,0.0242863,0.4958735],"study_design_scores_gemma":[0.00130369,0.001366096,0.4678131,0.0003809337,0.00001386941,0.00002245867,0.52394,0.0003875605,0.0007651569,0.001856839,0.001883665,0.0002665819],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9675161,0.0001421776,0.0002546608,0.0006303543,0.0007992053,0.001372828,0.00005484436,0.000108688,0.02912109],"genre_scores_gemma":[0.9981429,0.000006988678,0.0003343924,0.00001617381,0.0002371898,0.0009574803,0.0000181454,0.00003523033,0.0002514939],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4956069,"threshold_uncertainty_score":0.999937,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3065229209324519,"score_gpt":0.6103685561184468,"score_spread":0.3038456351859949,"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."}}