{"id":"W3061415454","doi":"10.2196/18246","title":"Identification of Emotional Expression With Cancer Survivors: Validation of Linguistic Inquiry and Word Count","year":2020,"lang":"en","type":"article","venue":"JMIR Formative Research","topic":"Mental Health via Writing","field":"Psychology","cited_by":37,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Loma Linda University","keywords":"Word (group theory); Linguistics; Expression (computer science); Identification (biology); Psychology; Cancer; Computer science; Medicine; Biology; Philosophy; Internal medicine; Ecology","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":[],"consensus_categories":[],"category_scores_codex":[0.0009761229,0.00006639006,0.0001439009,0.0001309783,0.0001002563,0.00001278847,0.0001051599,0.00005306074,0.0002804341],"category_scores_gemma":[0.0001187932,0.00005607884,0.00001351241,0.0003712968,0.0002269447,0.0001455837,0.00006549947,0.0002254321,0.00001936953],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006353236,"about_ca_system_score_gemma":0.00006992332,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002963738,"about_ca_topic_score_gemma":0.00001574242,"domain_scores_codex":[0.9982489,0.0003783167,0.0004150519,0.0001735716,0.0005862536,0.0001979472],"domain_scores_gemma":[0.9987103,0.0003100076,0.0002450259,0.0001257444,0.0005214098,0.00008755609],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"observational","study_design_scores_codex":[0.002807079,0.0008148288,0.1170658,0.007053911,0.0001185032,0.00000761193,0.726047,0.00007562628,0.1138015,0.008796392,0.003576031,0.01983563],"study_design_scores_gemma":[0.003283609,0.001990244,0.6694983,0.002360576,0.00001818181,0.00001186328,0.08407055,0.00333963,0.2328468,0.001430519,0.0007863503,0.0003633207],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9971582,0.000137382,0.001026074,0.0002676553,0.0001025231,0.0004899516,0.00005436316,0.00001065878,0.0007531433],"genre_scores_gemma":[0.9995288,0.00002286108,0.00008360721,0.00001929391,0.0001066634,0.0001524984,0.00003319652,0.00001007671,0.00004300391],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6419765,"threshold_uncertainty_score":0.3070556,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1695126549555184,"score_gpt":0.5051685032817698,"score_spread":0.3356558483262513,"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."}}