{"id":"W7037000352","doi":"","title":"Demographic Landscape and Practice Patterns of Canadian Orthodontists","year":2023,"lang":"en","type":"article","venue":"Scholarship@Western (Western University)","topic":"Communication and COVID-19 Impact","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Graduation (instrument); Census; Certification; Specialty; Population; Dental practice; Board certification; Statistical analysis","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001280711,0.0001342937,0.0001851777,0.001606949,0.0005446508,0.000177843,0.0006362419,0.000152788,0.00004351495],"category_scores_gemma":[0.0004479669,0.0001616725,0.00007415062,0.002098363,0.0001591905,0.001183577,0.000183869,0.0002758263,0.00008371888],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009506846,"about_ca_system_score_gemma":0.0004005844,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.01365572,"about_ca_topic_score_gemma":0.8068892,"domain_scores_codex":[0.9980772,0.0007553794,0.0001621223,0.0002570835,0.0003313272,0.0004168632],"domain_scores_gemma":[0.9982128,0.0005482188,0.0001517973,0.0004149122,0.0001762662,0.0004959783],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002189458,0.0000186681,0.9944736,0.00001673697,0.00003285267,0.00008205842,0.003628992,0.000001875481,0.00002774189,0.0009769381,0.000005413888,0.000713241],"study_design_scores_gemma":[0.0003189387,0.00002691241,0.8876486,0.00005443741,0.00004266646,0.000007165524,0.006164462,1.494507e-7,0.00001223861,0.00004709766,0.105518,0.0001593212],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9916837,0.0000865861,0.00003039755,0.004055071,0.00008894414,0.0001858066,0.00003910999,0.0001344393,0.003695911],"genre_scores_gemma":[0.9937112,0.001511927,0.00002188296,0.000503427,0.00003272172,6.560468e-7,0.00002236628,0.00001546829,0.004180403],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7932335,"threshold_uncertainty_score":0.9929124,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1746875120231339,"score_gpt":0.3894664973136061,"score_spread":0.2147789852904722,"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."}}