{"id":"W7132979459","doi":"","title":"Daddy and Papa: Canadian Gay Men Becoming Parents, Caring for their Families, and Constructing Fatherhood","year":2025,"lang":"","type":"dissertation","venue":"TSpace","topic":"Reproductive Health and Technologies","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Masculinity; Scrutiny; Construct (python library); Reflexivity; Normative; Face (sociological concept); Ideology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.001459457,0.0005598921,0.0002693214,0.0008690502,0.03901311,0.006545451,0.001481534,0.001381041,0.002979578],"category_scores_gemma":[0.002401426,0.0002575316,0.0001980354,0.001203566,0.01217653,0.001698529,0.003605547,0.002602879,0.0002177005],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0677173,"about_ca_system_score_gemma":0.07941384,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9849572,"about_ca_topic_score_gemma":0.9950156,"domain_scores_codex":[0.9986885,0.0004053573,0.00001260956,0.0001078633,0.0002971813,0.000488525],"domain_scores_gemma":[0.9989478,0.0001874975,0.0001077272,0.00003548411,0.0002670306,0.0004545144],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00003943822,0.0000322778,0.01419413,0.00006698183,0.000007543112,0.001188057,0.8739929,0.0001802112,0.0003585465,0.07192406,0.01685495,0.02116096],"study_design_scores_gemma":[0.000004596258,0.00002137064,0.01677171,0.0002257187,0.00001463588,0.0003088732,0.8367162,0.0001347135,0.0002010582,0.002145168,0.1434158,0.00004008464],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7375032,0.01138933,0.001145473,0.03303169,0.0005404043,0.00007488341,0.0002533548,0.00004505476,0.2160166],"genre_scores_gemma":[0.9724529,0.005279875,0.0006931986,0.002101163,0.00002846086,0.00001976743,0.00008170027,0.00002450903,0.01931837],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0677173,"threshold_uncertainty_score":0.4913257,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04476585040326826,"score_gpt":0.3514400696664656,"score_spread":0.3066742192631974,"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."}}