{"id":"W3049588942","doi":"10.3389/fpsyg.2020.01863","title":"Studying the Same-Gender Preference as a Defining Feature of Cultural Contexts","year":2020,"lang":"en","type":"review","venue":"Frontiers in Psychology","topic":"Gender Roles and Identity Studies","field":"Social Sciences","cited_by":16,"is_retracted":false,"has_abstract":true,"ca_institutions":"Concordia University","funders":"Social Sciences and Humanities Research Council of Canada; Institute of Education Sciences","keywords":"Psychology; Preference; Construct (python library); Diversity (politics); Social psychology; Gender psychology; Cultural diversity; Developmental psychology; Degree (music); Gender identity; Sociology; Anthropology","routes":{"ca_aff":true,"ca_fund":true,"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":[],"consensus_categories":[],"category_scores_codex":[0.0005342768,0.0002795956,0.00137966,0.0001285759,0.0003196648,0.00005284103,0.000918664,0.0003924156,0.00001246571],"category_scores_gemma":[0.0004041073,0.000188682,0.0003115839,0.000617052,0.0003080545,0.00007815564,0.0001688524,0.0007599902,0.00003326203],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009000553,"about_ca_system_score_gemma":0.0002041277,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003074762,"about_ca_topic_score_gemma":0.0005767389,"domain_scores_codex":[0.9976215,0.0007122343,0.0004405094,0.00050219,0.000306484,0.000417096],"domain_scores_gemma":[0.9991167,0.00008451084,0.0003851969,0.0002866476,0.00007412214,0.00005286655],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000007881403,0.00002650066,0.0008703842,0.0005047862,0.0002675251,0.000008756243,0.02798827,5.245494e-8,1.829228e-8,0.0009021478,0.1755473,0.7938764],"study_design_scores_gemma":[0.0001720024,0.00003304075,0.0001266572,0.0006022198,0.000205422,0.00000460979,0.06365489,1.893055e-7,1.234599e-8,0.003485959,0.9315432,0.0001718427],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.000005009569,0.9799833,0.0001232825,0.002233599,0.003039066,0.0006616269,0.00001748126,0.00003117719,0.01390545],"genre_scores_gemma":[0.0004292029,0.9978377,0.0007843032,0.0002845907,0.000137423,0.00007997772,0.00001045284,0.0000182991,0.0004180975],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.7937046,"threshold_uncertainty_score":0.7694228,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1550347160634123,"score_gpt":0.4192986130734417,"score_spread":0.2642638970100295,"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."}}