{"id":"W3165633050","doi":"10.29173/spectrum104","title":"International students and their accessibility to on-campus healthcare services","year":2021,"lang":"en","type":"article","venue":"Spectrum","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"University of Alberta","keywords":"Snowball sampling; Thematic analysis; Health care; Medical education; Exploratory research; Descriptive statistics; Qualitative property; Psychology; Data collection; Qualitative research; Medicine; Sociology; Political science; Computer science","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0004027358,0.0001730883,0.0002622069,0.00006583121,0.000517731,0.00004034381,0.0004098804,0.0001378059,0.001197518],"category_scores_gemma":[0.00006757511,0.0001426544,0.000035517,0.0002557195,0.00002168143,0.0001016273,0.0005686309,0.0004543589,0.0005173821],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003383715,"about_ca_system_score_gemma":0.0001768314,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007743978,"about_ca_topic_score_gemma":0.005101366,"domain_scores_codex":[0.9978137,0.0003220132,0.0004207609,0.0005148429,0.0003519523,0.0005767246],"domain_scores_gemma":[0.9987005,0.0002059023,0.0001226488,0.0004553926,0.0001484737,0.0003670792],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001483814,0.0001128837,0.9844499,0.0003460386,0.00002868639,0.00001873616,0.00541248,0.000002438429,0.00003650778,0.003895515,0.002007984,0.003540428],"study_design_scores_gemma":[0.0007340799,0.0001437888,0.8457997,0.0008660011,0.000004564786,0.000004059586,0.01247367,0.0000334509,0.0002857562,0.008539905,0.1309145,0.0002004765],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9276321,0.0003174393,0.00001395635,0.05053564,0.002074027,0.0005955887,0.00007826652,0.000115222,0.01863779],"genre_scores_gemma":[0.9790612,0.0001723378,0.0001900656,0.01730606,0.0005113571,0.00006127352,0.00003959306,0.00001978451,0.002638364],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1386502,"threshold_uncertainty_score":0.9997155,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04170154133979206,"score_gpt":0.4672194931158811,"score_spread":0.4255179517760891,"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."}}