{"id":"W4416128375","doi":"10.3389/978-2-8325-7028-9","title":"Novel Sociological Methods and Practices of Engagement across Disability Communities","year":2025,"lang":"","type":"book","venue":"Frontiers research topics","topic":"Disability Rights and Representation","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Social Sciences and Humanities Research Council of Canada; National Research Foundation; Australian Government; Canada Excellence Research Chairs, Government of Canada; York University; Wellcome Trust","keywords":"Perspective (graphical); Qualitative research; Ethnic group; Context (archaeology); Identity (music)","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.05397437,0.001344418,0.001000897,0.007814728,0.01517992,0.01991294,0.004074682,0.003815117,0.02476298],"category_scores_gemma":[0.06789078,0.0006486669,0.001357386,0.005465077,0.04830188,0.01914244,0.02234404,0.00525307,0.00285343],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01054919,"about_ca_system_score_gemma":0.01530561,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004376058,"about_ca_topic_score_gemma":0.008081191,"domain_scores_codex":[0.9317597,0.05842312,0.0009736339,0.003764175,0.00383853,0.001240796],"domain_scores_gemma":[0.9062104,0.06947431,0.004269904,0.01236692,0.004875661,0.002802867],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"qualitative","study_design_scores_codex":[0.00003814671,0.0001120531,0.001966554,0.0005585428,0.00003207659,0.0001591339,0.1778171,0.0002300041,0.0002601172,0.7585368,0.007451834,0.05283769],"study_design_scores_gemma":[0.00004981272,0.00008210137,0.00194262,0.00154423,0.00003759757,0.0002269109,0.14328,0.0009865215,0.0005409913,0.6539959,0.1972644,0.00004892026],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.04774027,0.007105219,0.3683565,0.06449757,0.002287243,0.003010491,0.0007856676,0.0004355231,0.5057815],"genre_scores_gemma":[0.7008226,0.004594642,0.2098894,0.006595936,0.0008723877,0.0132808,0.0004829845,0.0004657265,0.06299549],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.05397437,"threshold_uncertainty_score":0.2854472,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4015184246422154,"score_gpt":0.5974051273330561,"score_spread":0.1958867026908406,"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."}}