{"id":"W3215025734","doi":"10.2147/opth.s335503","title":"Scholarly Impact of Academic Ophthalmologists and Vision Scientists in Canada","year":2021,"lang":"en","type":"article","venue":"Clinical ophthalmology","topic":"Health and Medical Research Impacts","field":"Medicine","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"Dalhousie University; Western University; University of Calgary","funders":"Canadian Institutes of Health Research","keywords":"Medicine; Ophthalmology; Optometry; Library science; Family medicine; Medical education","routes":{"ca_aff":true,"ca_fund":true,"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":["metaresearch","bibliometrics"],"consensus_categories":[],"category_scores_codex":[0.006127036,0.0003728308,0.0008319388,0.01780645,0.004344234,0.006166128,0.002145054,0.0008320521,0.004464193],"category_scores_gemma":[0.04395927,0.0002674045,0.000483386,0.036788,0.001950182,0.001544529,0.002714457,0.0008001061,0.0004620265],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.06718358,"about_ca_system_score_gemma":0.1487865,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9401267,"about_ca_topic_score_gemma":0.9560893,"domain_scores_codex":[0.9867553,0.0008053173,0.0007377571,0.0006387579,0.009195101,0.00186776],"domain_scores_gemma":[0.9201093,0.009671405,0.01418003,0.0008410755,0.03561012,0.0195881],"domain_codex":null,"domain_gemma":"evaluation","domain_candidate":"evaluation","domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002472405,0.0001075883,0.8880852,0.001362891,0.0002495287,0.0003712465,0.005606459,0.000466071,0.0003498707,0.001761418,0.02300778,0.07838476],"study_design_scores_gemma":[0.0000113448,0.00003719892,0.9838284,0.0002615032,0.00005826571,0.0001418043,0.004965551,0.0001945914,0.0001208613,0.0001363551,0.01022112,0.00002301696],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8764169,0.03421169,0.0002082479,0.02020072,0.0003224026,0.0001398281,0.01852904,0.0001512052,0.04981986],"genre_scores_gemma":[0.9815445,0.01139609,0.0003783057,0.0005265955,0.0001300534,0.00003077083,0.002670876,0.000013767,0.003309176],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9938729,"threshold_uncertainty_score":0.4874533,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2560877843150702,"score_gpt":0.5769000379174768,"score_spread":0.3208122536024066,"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."}}