{"id":"W2976483544","doi":"10.15353/cjo.v81i3.1349","title":"5 Common HR Challenges Every Optometry Practice Faces","year":2019,"lang":"en","type":"article","venue":"Canadian Journal of Optometry","topic":"Healthcare Policy and Management","field":"Economics, Econometrics and Finance","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Canadian Association Of Optometrists","funders":"","keywords":"Optometry; Face (sociological concept); Medicine; Sociology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":false,"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":[0.001779496,0.0001732674,0.0005575879,0.001559404,0.0001013209,0.0001181773,0.00050602,0.0001578056,0.0007170602],"category_scores_gemma":[0.0005373519,0.0001967999,0.0001605937,0.0006573009,0.00004988289,0.0007639642,0.00003592725,0.0004616586,0.001164852],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003992334,"about_ca_system_score_gemma":0.0002788121,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005078821,"about_ca_topic_score_gemma":0.0005817406,"domain_scores_codex":[0.9982288,0.00005622644,0.0008402719,0.0002455825,0.00009447524,0.0005345833],"domain_scores_gemma":[0.9978051,0.0002124834,0.0007902791,0.0003416805,0.000129655,0.0007207924],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000063231,0.0001414858,0.7695244,0.0006030624,0.0006691961,0.0003042175,0.002335606,0.0001980689,0.000005632134,0.1945071,0.01390699,0.01774099],"study_design_scores_gemma":[0.0005539912,0.0002263786,0.201715,0.00009344289,0.00001502609,0.0001279341,0.00144264,0.00005101035,0.00002206059,0.0008092847,0.7946393,0.000303927],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.791687,0.04440342,0.0002437273,0.02905596,0.002751754,0.0002557116,0.0001046563,0.00001443647,0.1314833],"genre_scores_gemma":[0.9934053,0.001997598,0.0007731307,0.002452396,0.000279792,0.000002299855,0.000002577401,0.00002971229,0.001057213],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7807323,"threshold_uncertainty_score":0.9996129,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04966066253364053,"score_gpt":0.3267413545368034,"score_spread":0.2770806920031628,"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."}}