{"id":"W3013931147","doi":"10.1186/s13104-020-05028-y","title":"Critical methodological considerations in recruiting and engaging non-native English speaking workers with a head injury: a Canadian perspective","year":2020,"lang":"en","type":"article","venue":"BMC Research Notes","topic":"Traumatic Brain Injury Research","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"University Health Network; Laurentian University; Toronto Rehabilitation Institute; York University; University of Toronto","funders":"Toronto Rehabilitation Institute; Canadian Institutes of Health Research; Government of Ontario","keywords":"Debriefing; Population; Medical education; Medicine; Context (archaeology); Qualitative research; Perspective (graphical); Psychology; Nursing; Applied psychology; Sociology","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":["metaresearch"],"consensus_categories":["metaresearch"],"category_scores_codex":[0.586019,0.001964842,0.003743467,0.008335589,0.04966177,0.02982417,0.01265203,0.01044422,0.006491774],"category_scores_gemma":[0.6382347,0.002403782,0.002307284,0.009625793,0.03931748,0.012183,0.0148729,0.01652641,0.001058633],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.1306868,"about_ca_system_score_gemma":0.4187193,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.768607,"about_ca_topic_score_gemma":0.8602848,"domain_scores_codex":[0.384128,0.4998181,0.03495967,0.007019999,0.05829404,0.01578013],"domain_scores_gemma":[0.2248357,0.5665965,0.02074736,0.01433694,0.1540766,0.01940697],"domain_codex":"methods","domain_gemma":"methods","domain_candidate":"methods","domain_consensus":"methods","study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0003704745,0.000163707,0.007051428,0.01001547,0.0001848301,0.001719226,0.8464141,0.0003371451,0.0009886473,0.03492171,0.03971192,0.05812132],"study_design_scores_gemma":[0.000151327,0.0002576392,0.005524742,0.04105535,0.0002738687,0.0008269654,0.7689873,0.0006201141,0.0009621708,0.0163331,0.1647058,0.0003015451],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.04453806,0.04064801,0.02675742,0.8327971,0.01167299,0.01633142,0.0007551973,0.0001677003,0.02633215],"genre_scores_gemma":[0.4347848,0.03786651,0.1953076,0.2619413,0.002083283,0.05609772,0.0003988979,0.0005407248,0.01097908],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8693131,"threshold_uncertainty_score":0.9482039,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.6701798790362521,"score_gpt":0.5539551055531119,"score_spread":0.1162247734831402,"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."}}