{"id":"W2910284294","doi":"10.1177/0094306118815500a","title":"Cross-National Public Opinion about Homosexuality: Examining Attitudes across the Globe","year":2019,"lang":"en","type":"article","venue":"Contemporary Sociology A Journal of Reviews","topic":"Computational and Text Analysis Methods","field":"Social Sciences","cited_by":5,"is_retracted":false,"has_abstract":false,"ca_institutions":"McMaster University","funders":"","keywords":"Globe; Homosexuality; Public opinion; Political science; Psychology; Social psychology; Media studies; Sociology; Law; Politics","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.005175127,0.0001670652,0.0005050048,0.002257534,0.0006929517,0.002562463,0.00041383,0.001019686,0.003023319],"category_scores_gemma":[0.01918854,0.0001522763,0.0004258257,0.004474623,0.001239804,0.001996764,0.001487425,0.001129769,0.0003509093],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008548558,"about_ca_system_score_gemma":0.001210649,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01385247,"about_ca_topic_score_gemma":0.01785808,"domain_scores_codex":[0.9971086,0.001506301,0.0002049525,0.000252188,0.0007245051,0.0002035254],"domain_scores_gemma":[0.97535,0.01275438,0.006126941,0.0008452819,0.003852661,0.001070754],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0005394982,0.0002213404,0.7876046,0.001840228,0.001176401,0.0002551325,0.06861921,0.0001254576,0.0006632016,0.003462657,0.005822435,0.1296698],"study_design_scores_gemma":[0.0000112944,0.0001036786,0.9427534,0.001203357,0.0003023948,0.0001326311,0.04502783,0.0001827385,0.0001907677,0.0007381972,0.009330049,0.00002369666],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9697179,0.01540551,0.0002442753,0.004889873,0.0001590998,0.00001527258,0.0005355632,0.00000440453,0.009028086],"genre_scores_gemma":[0.9894382,0.008489157,0.0001219951,0.0008504557,0.0001373121,0.0000230562,0.0003241422,0.000005432456,0.0006104273],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01385247,"threshold_uncertainty_score":0.02754366,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.307127820872806,"score_gpt":0.5088393270783492,"score_spread":0.2017115062055432,"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."}}