{"id":"W2929422687","doi":"10.15173/sciential.v1i2.2062","title":"How McMaster is Fulfilling the Need for Physician Assistants in Canada","year":2019,"lang":"en","type":"article","venue":"Sciential - McMaster Undergraduate Science Journal","topic":"Nursing Roles and Practices","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"","keywords":"Workforce; Medical education; Lifelong learning; Institution; Curriculum; Medicine; Nursing; Pedagogy; Psychology; Political science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":[0.005680617,0.0003724362,0.0004914004,0.001514918,0.0375232,0.009183726,0.003640822,0.004954305,0.02072132],"category_scores_gemma":[0.01373867,0.0007546145,0.0007030865,0.002543843,0.006170006,0.002940961,0.006750714,0.00660322,0.001873006],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.1255049,"about_ca_system_score_gemma":0.467815,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.977518,"about_ca_topic_score_gemma":0.9962751,"domain_scores_codex":[0.9856291,0.001989208,0.0003642356,0.0007748681,0.005042081,0.006200461],"domain_scores_gemma":[0.9393669,0.001968901,0.00115016,0.0003994279,0.01151099,0.04560358],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001539463,0.0003490145,0.02981674,0.0006696447,0.00006383353,0.00488157,0.04130099,0.0003577533,0.001571858,0.02601968,0.769818,0.124997],"study_design_scores_gemma":[0.00002682723,0.0001101477,0.02214126,0.0005881942,0.00002372653,0.0008107494,0.06509199,0.0002490996,0.0002580554,0.001603786,0.9089673,0.0001288894],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.09416198,0.01167331,0.001072835,0.739607,0.007483951,0.0003747372,0.0003508199,0.0002612358,0.1450141],"genre_scores_gemma":[0.6236196,0.01486613,0.008402104,0.2058446,0.001032201,0.000215592,0.0003470477,0.0003083662,0.1453644],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.8744951,"threshold_uncertainty_score":0.9106058,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0398666954690296,"score_gpt":0.3480216612770211,"score_spread":0.3081549658079915,"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."}}