{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.003260205,0.0001399332,0.0007914368,0.0001348431,0.00003494476,0.00001042368,0.0001525034,0.0003997197,0.0005938972],"category_scores_gemma":[0.1101855,0.0001073438,0.0001192946,0.0005282431,0.0005160456,0.0001420977,0.0002041906,0.001679235,0.00001251614],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005494402,"about_ca_system_score_gemma":0.04332348,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.2521392,"about_ca_topic_score_gemma":0.01194075,"domain_scores_codex":[0.9964944,0.0005735926,0.001008231,0.0004811317,0.000527165,0.0009155487],"domain_scores_gemma":[0.9930425,0.00210939,0.0001506681,0.0003943115,0.0003327095,0.003970449],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003922711,0.0002049971,0.9737908,0.0001329804,0.00002473934,0.01294032,0.00001322054,0.000001209625,0.0009481632,0.00002598595,0.001837814,0.009687542],"study_design_scores_gemma":[0.002186341,0.001905061,0.9850093,0.0002239224,0.00001151628,0.009631244,0.00002455605,0.00009663308,0.0001203586,0.0002446724,0.0004663576,0.0000801037],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9897772,0.001714844,0.000002599479,0.005141477,0.0003473373,0.0002396017,0.0000168735,0.000005003665,0.002755062],"genre_scores_gemma":[0.9976502,0.0004783031,0.0002440238,0.001100996,0.000085843,0.00000541835,0.00001865695,0.00001186342,0.0004046999],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2401984,"threshold_uncertainty_score":0.9621,"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."}}