{"id":"W4411162624","doi":"10.1177/10497323251334543","title":"The Journey of Fatherhood: A Community-Led and Father-Focused Approach to Understanding Indigenous Parenting","year":2025,"lang":"en","type":"article","venue":"Qualitative Health Research","topic":"Indigenous Health, Education, and Rights","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Dalhousie University; Toronto Metropolitan University; University of Toronto; McMaster University","funders":"Canadian Institutes of Health Research","keywords":"Indigenous; Psychology; Developmental psychology; Sociology; Gender studies","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","sts"],"consensus_categories":[],"category_scores_codex":[0.05460253,0.0001162708,0.0003016677,0.0004501551,0.03734807,0.000174142,0.0005421478,0.0001087459,0.000005823529],"category_scores_gemma":[0.0004533967,0.00008238536,0.00004298946,0.001626424,0.001077013,0.0001068722,0.00001670737,0.001023687,0.000006195169],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001303551,"about_ca_system_score_gemma":0.02070586,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.2583422,"about_ca_topic_score_gemma":0.5048525,"domain_scores_codex":[0.973469,0.02362959,0.0005857634,0.0002350279,0.0009028698,0.001177731],"domain_scores_gemma":[0.9897123,0.008830029,0.000202058,0.0003350718,0.0005693078,0.0003512184],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00002741826,0.0001246644,0.000141806,0.000182177,0.0000187364,5.818819e-8,0.5733618,4.719238e-7,7.515897e-7,0.4251829,0.0001174537,0.000841843],"study_design_scores_gemma":[0.0002310672,0.0002141329,0.000491082,0.0001523779,0.000002490695,1.776745e-7,0.8753759,0.000006777741,0.00001151956,0.06955208,0.0538892,0.0000731422],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7147346,0.002799477,0.00915827,0.01575118,0.0003735195,0.004766226,0.0000238549,0.00006289485,0.25233],"genre_scores_gemma":[0.9886518,0.004352964,0.001163631,0.0001627946,0.00009362929,0.00004246562,0.000006037805,0.00001697692,0.005509661],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3556308,"threshold_uncertainty_score":0.9848458,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4664144260883894,"score_gpt":0.5682766287881,"score_spread":0.1018622026997106,"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."}}