{"id":"W4414798811","doi":"10.1371/journal.pone.0333666","title":"Understanding social inclusion: A directed content analysis","year":2025,"lang":"en","type":"article","venue":"PLoS ONE","topic":"Resilience and Mental Health","field":"Psychology","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen's University","funders":"Social Sciences and Humanities Research Council; Social Sciences and Humanities Research Council of Canada","keywords":"Facilitator; Inclusion (mineral); Psychological intervention; Content analysis; MEDLINE","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01808187,0.0006776833,0.0008828524,0.01041542,0.004710234,0.00488142,0.001707611,0.001126954,0.003108102],"category_scores_gemma":[0.03683101,0.0004677322,0.0008922007,0.01118155,0.004807347,0.003865835,0.006406926,0.001684967,0.0005110425],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01208049,"about_ca_system_score_gemma":0.01439426,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01333383,"about_ca_topic_score_gemma":0.01593774,"domain_scores_codex":[0.9860151,0.008977914,0.001110815,0.0008658519,0.002252756,0.0007775774],"domain_scores_gemma":[0.9677823,0.02370879,0.001137881,0.0008665819,0.006004026,0.0005004753],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00006414127,0.0001454944,0.01033271,0.001688045,0.00002417633,0.0004596069,0.8897105,0.0003784698,0.001906855,0.01500221,0.004281269,0.07600664],"study_design_scores_gemma":[0.00004130146,0.0001124637,0.01794535,0.002222308,0.00007271917,0.0002477716,0.8689505,0.003315787,0.002295859,0.01403735,0.09068426,0.00007445687],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8219287,0.0008130144,0.08900487,0.004691888,0.0001856886,0.02811558,0.007754823,0.000368376,0.04713709],"genre_scores_gemma":[0.7356979,0.001483334,0.2068084,0.001083884,0.00005135415,0.04164343,0.005452106,0.0002733809,0.007506168],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01808187,"threshold_uncertainty_score":0.09562725,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3652460631107938,"score_gpt":0.4032586215235967,"score_spread":0.03801255841280288,"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."}}