{"id":"W4389960012","doi":"10.2196/47245","title":"Patient Experiences and Insights on Chronic Ocular Pain: Social Media Listening Study","year":2023,"lang":"en","type":"article","venue":"JMIR Formative Research","topic":"Ocular Surface and Contact Lens","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Novartis Pharma","keywords":"Active listening; Social media; Chronic pain; Psychology; Medicine; Physical therapy; Computer science; Psychotherapist; World Wide Web","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"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":[0.001649561,0.0002523116,0.0005259496,0.001741133,0.001808876,0.002163991,0.0002705253,0.0007750316,0.00327483],"category_scores_gemma":[0.008668737,0.0001909315,0.0004423433,0.001782879,0.0008278287,0.001921641,0.002086628,0.0008261041,0.0003976177],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007318733,"about_ca_system_score_gemma":0.0007756035,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002090957,"about_ca_topic_score_gemma":0.004040351,"domain_scores_codex":[0.9984335,0.0008000103,0.0001632646,0.0001059726,0.0002321387,0.0002651186],"domain_scores_gemma":[0.9952314,0.002683768,0.00101094,0.00008563579,0.0003464065,0.0006417193],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0004812913,0.000578018,0.4041298,0.001611426,0.0001631382,0.007022453,0.5096,0.00005774512,0.001707877,0.0004447475,0.005752324,0.06845111],"study_design_scores_gemma":[0.00005459185,0.000973087,0.295719,0.0007696918,0.000146255,0.01015562,0.6681358,0.0002260455,0.0002907801,0.0002573752,0.02316395,0.0001078344],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9942636,0.0009529498,0.00009117576,0.0008981346,0.00003063573,0.00005908257,0.0002771404,0.000006278899,0.003421169],"genre_scores_gemma":[0.9970174,0.001326048,0.0001269291,0.0007111346,0.00006861096,0.0000788325,0.0001311575,0.000007365449,0.0005327475],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00327483,"threshold_uncertainty_score":0.01095539,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05911418164388233,"score_gpt":0.3898062700625954,"score_spread":0.3306920884187131,"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."}}