{"id":"W4360840477","doi":"10.2196/preprints.47245","title":"Patient Experiences and Insights on Chronic Ocular Pain: Social Media Listening Study (Preprint)","year":2023,"lang":"en","type":"preprint","venue":"","topic":"Social Media in Health Education","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Social media; Medicine; Active listening; Chronic pain; Family medicine; Psychology; Physical therapy; Political science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.001626329,0.0002071313,0.000445618,0.00137081,0.00166751,0.00216744,0.0002539486,0.0008122281,0.00408416],"category_scores_gemma":[0.007671637,0.000208868,0.0004080925,0.001531785,0.0006835607,0.001968268,0.001763675,0.0007630221,0.0005498651],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006253356,"about_ca_system_score_gemma":0.0007554672,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002844477,"about_ca_topic_score_gemma":0.005501476,"domain_scores_codex":[0.99892,0.0005161589,0.0001370637,0.00008640315,0.0001514382,0.0001889552],"domain_scores_gemma":[0.9961044,0.00220729,0.0008134118,0.00007020334,0.000281242,0.0005235703],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0003878694,0.0005076079,0.3244089,0.001658152,0.0001118862,0.005415583,0.5970694,0.00004098008,0.001625482,0.0003167994,0.01026059,0.05819682],"study_design_scores_gemma":[0.00004387322,0.0006743575,0.307573,0.0006285475,0.00007635916,0.004575633,0.6653462,0.00009950834,0.0002443816,0.0001333114,0.02052507,0.00007974078],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9944057,0.0007953511,0.00006890424,0.001279039,0.00005010056,0.00006688103,0.0004928348,0.000006667046,0.002834396],"genre_scores_gemma":[0.995335,0.001501984,0.0001376855,0.00149584,0.0001170535,0.0001730888,0.0002574994,0.00001156084,0.0009701402],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00408416,"threshold_uncertainty_score":0.01366293,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1343547274821443,"score_gpt":0.3968248468985786,"score_spread":0.2624701194164343,"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."}}