{"id":"W2318010517","doi":"10.1177/1060826516641373","title":"Proposing a New Approach to the Research on Men’s Organizations","year":2016,"lang":"en","type":"article","venue":"The Journal of Men s Studies","topic":"Gender Roles and Identity Studies","field":"Social Sciences","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa","funders":"","keywords":"Ideology; Feminism; Sociology; Gender studies; Political science; 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":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.004924558,0.00006170269,0.0001408919,0.00008046178,0.002371741,0.00006592185,0.0004958668,0.00001701006,0.000008153978],"category_scores_gemma":[0.001729022,0.00002229355,0.00003283657,0.0005614057,0.000148755,0.00009636752,0.0002088508,0.0001429726,0.00008080357],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001850289,"about_ca_system_score_gemma":0.0001839332,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004578315,"about_ca_topic_score_gemma":0.0007226971,"domain_scores_codex":[0.9980559,0.000616573,0.0001875944,0.00007342676,0.0008179772,0.0002485404],"domain_scores_gemma":[0.9985011,0.0003210811,0.00009800131,0.0001399374,0.0008764115,0.00006349429],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"qualitative","study_design_scores_codex":[0.0000279573,0.00004266681,0.000316443,0.000003249324,0.0002134585,4.819908e-7,0.2053987,0.00003099318,0.0001294475,0.005855462,0.7858353,0.002145827],"study_design_scores_gemma":[0.0002595653,0.0001542098,0.002020721,0.00008914631,0.00006680092,0.00000426968,0.8937947,0.000001010979,0.0001588484,0.006439013,0.09694464,0.00006705957],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.02970635,0.004201468,0.001263307,0.8816096,0.0004128061,0.0006136433,0.000001806381,0.00001738115,0.08217363],"genre_scores_gemma":[0.968438,0.005846587,0.0001599097,0.0001889937,0.0008785558,0.000003838951,1.724202e-8,0.00000730133,0.02447679],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9387317,"threshold_uncertainty_score":0.9989271,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2537264365662473,"score_gpt":0.444492007821894,"score_spread":0.1907655712556466,"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."}}