{"id":"W4327779075","doi":"10.1079/searchrxiv.2023.00152","title":"International Credential Equivalency (Academic Search).","year":2023,"lang":"en","type":"article","venue":"","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Mount Royal University","funders":"","keywords":"Credential; Immigration; Workforce; Context (archaeology); Public relations; Health care; Healthcare system; Health professionals; Political science; Medical education; Psychology; Engineering ethics; Medicine; Engineering; Geography","routes":{"ca_aff":true,"ca_fund":false,"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":[0.0133737,0.001456325,0.003880651,0.04412358,0.001911325,0.004495671,0.003219932,0.002148548,0.2241478],"category_scores_gemma":[0.0661447,0.0006238879,0.002898827,0.04144896,0.001159172,0.004054195,0.006369764,0.001406151,0.02536863],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01156838,"about_ca_system_score_gemma":0.06792182,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.09201244,"about_ca_topic_score_gemma":0.172541,"domain_scores_codex":[0.990249,0.001941649,0.004551566,0.0006954661,0.001826866,0.0007354474],"domain_scores_gemma":[0.977097,0.008370889,0.003015202,0.0009174008,0.00920797,0.001391548],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0003745209,0.00004646396,0.001466406,0.4625534,0.0004819629,0.0003085713,0.001117388,0.0001158795,0.00035509,0.00597624,0.3091725,0.2180316],"study_design_scores_gemma":[0.0002359125,0.00006594976,0.004776472,0.290936,0.001097562,0.0002892545,0.000831889,0.00005997452,0.0002362319,0.001822387,0.6996043,0.00004408991],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"dataset","genre_gemma":"other","genre_scores_codex":[0.003680709,0.2747918,0.003633301,0.0158138,0.003026635,0.01513738,0.4801311,0.00118398,0.2026013],"genre_scores_gemma":[0.05546778,0.5351588,0.02409358,0.01741106,0.001608819,0.03477124,0.2492809,0.0008543403,0.08135357],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.2241478,"threshold_uncertainty_score":0.7498492,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1500326693057081,"score_gpt":0.5380801335903118,"score_spread":0.3880474642846037,"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."}}