{"id":"W4399726673","doi":"10.32920/26046595.v1","title":"Communicating Mental Health Online: An Analysis of Discourse Surrounding Teletherapy Applications","year":2024,"lang":"en","type":"preprint","venue":"","topic":"Telemedicine and Telehealth Implementation","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University; Professional Engineers Ontario","funders":"","keywords":"Mental health; Psychology; Psychiatry","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"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":[0.007198977,0.0004713002,0.0003748326,0.002494137,0.006783966,0.005867301,0.0008002509,0.001817858,0.003729675],"category_scores_gemma":[0.02322392,0.0002577463,0.0002905318,0.001919628,0.008053645,0.00654926,0.005682024,0.002404176,0.0004110713],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004631608,"about_ca_system_score_gemma":0.002458083,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005568251,"about_ca_topic_score_gemma":0.006272886,"domain_scores_codex":[0.992349,0.005822735,0.0002484337,0.0003099412,0.0008302284,0.0004396407],"domain_scores_gemma":[0.9680371,0.02806774,0.001408305,0.0004478335,0.001258886,0.000780067],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00002801844,0.00001870387,0.001283398,0.0001053375,0.000002408848,0.0004830859,0.9862288,0.00002434029,0.001078839,0.003086153,0.0007372707,0.006923617],"study_design_scores_gemma":[0.000003970795,0.00003463968,0.003832977,0.0002603215,0.000006627349,0.0002853191,0.9571653,0.000191921,0.0007477539,0.0006436864,0.03681036,0.0000171733],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9537281,0.001345517,0.004054843,0.009154552,0.0002540026,0.0001281899,0.0001706917,0.00005463095,0.03110958],"genre_scores_gemma":[0.9908895,0.001235717,0.001318097,0.0007511671,0.0001797898,0.0001058785,0.00009001265,0.00008236506,0.005347486],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.007198977,"threshold_uncertainty_score":0.03807229,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07603011132422,"score_gpt":0.4887052388948702,"score_spread":0.4126751275706502,"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."}}