{"id":"W4389401408","doi":"10.46292/sci23-1984525s","title":"Student Competition (Knowledge Generation) ID 1984525","year":2023,"lang":"en","type":"article","venue":"Topics in Spinal Cord Injury Rehabilitation","topic":"Neurological and metabolic disorders","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Rehabilitation Institute; University of Toronto; University Health Network","funders":"","keywords":"Medicine; Anesthesia; Myelopathy; Spinal cord injury; Spinal cord; Neurological examination; Neurology; Paraplegia; Surgery","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":[],"consensus_categories":[],"category_scores_codex":[0.0003471321,0.0001076784,0.0002044606,0.0002080845,0.00005556751,0.00001391868,0.00006675615,0.00007159539,0.0001101834],"category_scores_gemma":[0.0002860097,0.0000959539,0.00006373307,0.0005527811,0.00007756076,0.00008033567,0.00004158972,0.000174714,0.0002601903],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005766613,"about_ca_system_score_gemma":0.00004191787,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001237851,"about_ca_topic_score_gemma":0.00003251787,"domain_scores_codex":[0.9989136,0.0001026941,0.0003239739,0.0002671189,0.0002091412,0.0001834555],"domain_scores_gemma":[0.9995397,0.00006018605,0.00004519514,0.0001925008,0.00009985223,0.00006259377],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.00392357,0.001846023,0.1451586,0.0005700929,0.00003174362,0.0000377236,0.001095098,0.00005306669,0.02635184,0.151631,0.006842086,0.6624591],"study_design_scores_gemma":[0.0007975636,0.00748738,0.9056538,0.00003741841,0.00002117116,0.000002936807,0.0002708495,0.0002362929,0.0002024411,0.004136126,0.08102883,0.0001252259],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9889512,0.00009732094,0.00006966401,0.004597154,0.0006050083,0.0004910943,0.000004073073,0.0001176152,0.005066857],"genre_scores_gemma":[0.9968333,0.00007379224,0.0007934419,0.0005266154,0.000368274,0.0001117914,0.00007857412,0.00001019415,0.001203971],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7604951,"threshold_uncertainty_score":0.3912887,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04804129827038901,"score_gpt":0.3900370235027031,"score_spread":0.3419957252323141,"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."}}