{"id":"W2763153159","doi":"10.1002/ca.22995","title":"Write right, quite right","year":2017,"lang":"en","type":"article","venue":"Clinical Anatomy","topic":"Medical and Biological Sciences","field":"Medicine","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"Dalhousie University","funders":"","keywords":"Spelling; Confusion; Linguistics; Medicine; Neologism; Noun; Word (group theory); Proper noun; Natural language processing; Computer science; Philosophy; Psychology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"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":["insufficient_payload"],"category_scores_codex":[0.001091227,0.0001164943,0.0004093217,0.00001873031,0.0003761858,0.00005927816,0.0004964293,0.0002273742,0.004292426],"category_scores_gemma":[0.002046101,0.0000546853,0.0002431544,0.00006066494,0.001350573,0.00008630923,0.000192107,0.0003927777,0.000959546],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00000889975,"about_ca_system_score_gemma":0.00005689596,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003424733,"about_ca_topic_score_gemma":0.00001794382,"domain_scores_codex":[0.9983995,0.0000628132,0.000475295,0.0004160921,0.0003263959,0.0003198999],"domain_scores_gemma":[0.9982762,0.0002966234,0.0001664199,0.0005491285,0.00006403898,0.0006476238],"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":[0.0001499713,0.0007572094,0.7208146,0.00003557179,0.00006378837,0.0008869124,0.00000809704,1.309777e-8,0.0001335308,0.01548897,0.03302785,0.2286335],"study_design_scores_gemma":[0.0008012239,0.0003143242,0.4897126,0.00004929433,0.00002618861,0.00001795965,0.000003541124,0.00007453837,0.00008955647,0.008601437,0.5002204,0.000088874],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8513381,0.0001899138,0.000048455,0.03944969,0.0008501521,0.0001815403,0.000004687666,0.00007618412,0.1078612],"genre_scores_gemma":[0.9859726,0.0001948687,0.0005483532,0.004486383,0.001131151,0.000005353414,0.000006190241,0.000003717172,0.007651361],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4671926,"threshold_uncertainty_score":0.9998183,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09637705392982476,"score_gpt":0.4519956826948161,"score_spread":0.3556186287649913,"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."}}