{"id":"W7095032397","doi":"10.20884/jis.v1i2.8290","title":"","year":2023,"lang":"","type":"article","venue":"Jurnal Interaksi Sosiologi","topic":"Marriage and Family Dynamics","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Encana (Canada)","funders":"","keywords":"Gender relations; Gender equality","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts","scholarly_communication","research_integrity","insufficient_payload"],"consensus_categories":["metaepi_narrow","sts","research_integrity"],"category_scores_codex":[0.007579247,0.001300433,0.00179293,0.001228661,0.004653956,0.001430661,0.004035109,0.001677273,0.0007508227],"category_scores_gemma":[0.003811863,0.001201689,0.001600834,0.006411729,0.002904232,0.00182848,0.002163176,0.00277156,0.0016064],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007864486,"about_ca_system_score_gemma":0.000827623,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003495612,"about_ca_topic_score_gemma":0.003483595,"domain_scores_codex":[0.9850655,0.003466791,0.002814417,0.002159272,0.00191457,0.004579416],"domain_scores_gemma":[0.9919258,0.003128052,0.001261707,0.001288302,0.0007820124,0.001614124],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"observational","study_design_scores_codex":[0.00376283,0.001944108,0.2763459,0.0005260305,0.00203555,0.005879448,0.3433766,0.006975431,0.03560236,0.07359088,0.08371796,0.1662429],"study_design_scores_gemma":[0.003998118,0.004386782,0.5502867,0.001431125,0.0004549694,0.00007098327,0.2374354,0.03986946,0.0002178873,0.04131454,0.1164162,0.004117813],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9587885,0.000542185,0.0002765389,0.01262307,0.01408114,0.001183172,0.0001461164,0.001250555,0.01110875],"genre_scores_gemma":[0.9620674,0.01944397,0.0001299938,0.006015375,0.004218,0.0001489607,0.00008996265,0.0001021499,0.007784137],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2739408,"threshold_uncertainty_score":0.9999747,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04518269004383757,"score_gpt":0.3440657645355702,"score_spread":0.2988830744917326,"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."}}