{"id":"W4367681341","doi":"10.32920/22732457","title":"Not Seen, Not Heard: Gender Representation on Canadian Television News during the Leadup to the 2011 Federal Election","year":2023,"lang":"en","type":"preprint","venue":"","topic":"Media Studies and Communication","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Journalism; Representation (politics); Politics; Psychology; Population; Public opinion; CLIPS; Social psychology; Mass media; Political science; Demography; Medicine; Sociology; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003028602,0.0004774901,0.0004850941,0.005770953,0.01293428,0.007542032,0.00118277,0.001485921,0.007556458],"category_scores_gemma":[0.01200184,0.0004172913,0.0003144724,0.005566234,0.003054748,0.001616702,0.002667603,0.001748215,0.0005371655],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.03337678,"about_ca_system_score_gemma":0.01668316,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9550768,"about_ca_topic_score_gemma":0.9824913,"domain_scores_codex":[0.9967601,0.0005364703,0.00009027572,0.0002757738,0.001317954,0.00101936],"domain_scores_gemma":[0.9907101,0.002681539,0.001636193,0.0002573819,0.003158522,0.001556296],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"observational","study_design_scores_codex":[0.00121884,0.0001222779,0.2202822,0.0003420884,0.00009045046,0.001595752,0.6796255,0.0001287038,0.004366522,0.004973393,0.02968136,0.0575731],"study_design_scores_gemma":[0.00001602378,0.0000615312,0.4776962,0.0003002788,0.00005220711,0.0003561679,0.4535178,0.0002478939,0.0007195452,0.0001902121,0.06671041,0.0001317449],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9516844,0.001452985,0.0001237472,0.00399068,0.0002494765,0.00003784863,0.00219289,0.00002351665,0.04024445],"genre_scores_gemma":[0.9888813,0.001080777,0.00009904138,0.0004829661,0.000101436,0.00002123805,0.0007361321,0.00002992025,0.008567211],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04492319,"threshold_uncertainty_score":0.2421666,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.142295538861278,"score_gpt":0.3697157073950358,"score_spread":0.2274201685337578,"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."}}