{"id":"W4233397893","doi":"10.32920/ryerson.14654409.v1","title":"Communicating Illness: Depictions of Mental Illness and Cancer in Canadian News Media","year":2021,"lang":"en","type":"preprint","venue":"","topic":"Language, Metaphor, and Cognition","field":"Psychology","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Mental illness; Newspaper; Globe; Metaphor; Psychiatry; Mental health; Psychology; News media; Sociology of health and illness; Medicine; Media studies; Sociology; Health care; Political science; Linguistics; Law","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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0002142616,0.0001717128,0.000340864,0.000235583,0.0001094327,0.0000328742,0.0002419547,0.0002922125,0.004902812],"category_scores_gemma":[0.00004870886,0.0001698445,0.00006578878,0.0001700152,0.00009350526,0.00004229874,0.0002385819,0.0004924877,0.000005473645],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001492159,"about_ca_system_score_gemma":0.0003192928,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9598598,"about_ca_topic_score_gemma":0.9932094,"domain_scores_codex":[0.9986687,0.0002561785,0.000355215,0.000332937,0.0001050008,0.0002819343],"domain_scores_gemma":[0.9989768,0.0001087297,0.0001307509,0.0005557134,0.00007346965,0.0001545198],"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":[0.00003709256,0.0002718915,0.09253354,0.0002197728,0.0005134573,0.00008828627,0.3111531,0.00002694931,0.0003868442,0.00544277,0.001410782,0.5879155],"study_design_scores_gemma":[0.003337741,0.00004622686,0.30933,0.001575456,0.0005097301,0.0001015983,0.6557275,0.0004080801,0.001938267,0.003775801,0.02113803,0.002111575],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9267147,0.008119197,0.00005828763,0.0005090119,0.001821144,0.0003388555,0.0003356466,0.00002608157,0.06207709],"genre_scores_gemma":[0.9967833,0.00150454,0.0003129136,0.0003199046,0.00008231441,0.0002494185,0.000374929,0.00002209085,0.0003505767],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5858039,"threshold_uncertainty_score":0.9960068,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.028079588279441,"score_gpt":0.3232507930786819,"score_spread":0.2951712047992409,"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."}}