{"id":"W3203865404","doi":"10.1108/mhsi-08-2021-0055","title":"Research watch: routes to marginalised students’ increased inclusion and empowerment","year":2021,"lang":"en","type":"article","venue":"Mental Health and Social Inclusion","topic":"Community Health and Development","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Empowerment; Inclusion (mineral); Indigenous; Originality; Critical consciousness; Consciousness; Mental health; Pedagogy; Focus group; Sociology; Gender studies; Psychology; Public relations; Political science; Social science; Qualitative research; Psychotherapist; Law","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.01068548,0.0003078161,0.0005784803,0.001778989,0.007331002,0.01137043,0.001367779,0.002832671,0.01590079],"category_scores_gemma":[0.01985089,0.000264291,0.0005631928,0.001811815,0.01555845,0.01187155,0.01135402,0.005353931,0.001037254],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004162209,"about_ca_system_score_gemma":0.01028742,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005843215,"about_ca_topic_score_gemma":0.01254626,"domain_scores_codex":[0.9917797,0.005487761,0.0002533902,0.000561205,0.0009283793,0.0009895918],"domain_scores_gemma":[0.981957,0.01232759,0.001462336,0.0008630551,0.001408925,0.001981128],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.000132188,0.000130318,0.008252524,0.003162665,0.00004357397,0.001400642,0.6654003,0.00003247649,0.0008452816,0.1427459,0.03700657,0.1408475],"study_design_scores_gemma":[0.00002930291,0.0001463735,0.007278445,0.003518122,0.00004296685,0.0007789144,0.5971265,0.00004338188,0.0007992298,0.04039698,0.349807,0.00003277164],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.1908147,0.08820569,0.005368407,0.4928621,0.00732375,0.0003206972,0.0003031635,0.0001960441,0.2146054],"genre_scores_gemma":[0.9162312,0.03204084,0.002838737,0.0212189,0.001613931,0.0003679198,0.0001073034,0.0001007922,0.02548036],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01590079,"threshold_uncertainty_score":0.05651087,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1105466363360825,"score_gpt":0.5220906885184748,"score_spread":0.4115440521823924,"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."}}