{"id":"W4391024219","doi":"10.15353/cjo.v68i3.4605","title":"Practice Management","year":2021,"lang":"en","type":"article","venue":"Canadian journal of optometry/CJO. Canadian journal of optometry","topic":"Healthcare Quality and Management","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Business; Computer science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts","research_integrity","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.008711899,0.000564158,0.001414698,0.007343724,0.001651379,0.0002888067,0.001528819,0.0006070591,0.00495419],"category_scores_gemma":[0.003564378,0.0005717701,0.0006576336,0.005000819,0.0002821469,0.001459402,0.00009201626,0.003726974,0.0003339247],"about_ca_system_candidate":true,"about_ca_system_consensus":true,"about_ca_system_score_codex":0.004195948,"about_ca_system_score_gemma":0.02644966,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008280645,"about_ca_topic_score_gemma":0.01076325,"domain_scores_codex":[0.9898947,0.002143337,0.003647538,0.0004518633,0.001448093,0.00241443],"domain_scores_gemma":[0.9803738,0.00120578,0.003128365,0.0008015466,0.005512971,0.008977534],"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":[0.0001560156,0.0001370626,0.7076424,0.001674712,0.002139759,0.03301653,0.004732755,0.0002015714,0.00002486026,0.001258708,0.2391623,0.009853312],"study_design_scores_gemma":[0.002317485,0.0002676678,0.3380733,0.001714141,0.0005557778,0.002547573,0.03416063,0.000009193447,0.00004854242,0.00003658759,0.6197065,0.0005625781],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7948225,0.01694412,0.005113071,0.07961111,0.01740208,0.001029172,0.0003214543,0.00002606297,0.08473039],"genre_scores_gemma":[0.9668362,0.001272337,0.01131195,0.01385563,0.001799576,0.000007272426,0.00001595216,0.0001146069,0.004786487],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3805442,"threshold_uncertainty_score":0.9996734,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06659364865937228,"score_gpt":0.4893692632455295,"score_spread":0.4227756145861572,"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."}}