{"id":"W1968060779","doi":"10.1080/21507740.2012.748701","title":"A Principled Argument, But Not a Practical One","year":2013,"lang":"en","type":"article","venue":"AJOB Neuroscience","topic":"Traumatic Brain Injury Research","field":"Medicine","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"","keywords":"Argument (complex analysis); Psychology; Epistemology; Cognitive science; Philosophy; Medicine","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":[],"category_scores_codex":[0.0004052387,0.0001232903,0.0002062262,0.0001101975,0.0001274447,0.0001157399,0.0002403314,0.00005128969,0.0005589577],"category_scores_gemma":[0.003128562,0.000101366,0.00005318694,0.0005191505,0.0003881135,0.000348555,0.0001824132,0.0003793803,0.001344651],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005163125,"about_ca_system_score_gemma":0.000265498,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004812107,"about_ca_topic_score_gemma":0.00000228045,"domain_scores_codex":[0.9976752,0.0000814449,0.0002579458,0.0004755305,0.0009627534,0.0005471381],"domain_scores_gemma":[0.998544,0.0002724841,0.00006358619,0.0005890078,0.0001267769,0.0004041425],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.00007269857,0.0005608809,0.00622811,0.00005927115,0.000005645074,0.0001061803,0.0001139476,6.980425e-7,0.9832806,0.002762189,0.003001202,0.003808562],"study_design_scores_gemma":[0.00168487,0.001251565,0.9097925,0.00007885068,0.00003216293,0.0007337428,0.00008989892,0.005570764,0.06888573,0.0003723845,0.01124642,0.0002610752],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9656174,0.000006296488,0.0009392694,0.02375171,0.0001974951,0.0009969994,0.000002506725,0.0001245646,0.008363759],"genre_scores_gemma":[0.9819184,0.00001304295,0.004933114,0.006004189,0.0000733885,0.0001274355,8.321531e-7,0.00001788996,0.006911735],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9143949,"threshold_uncertainty_score":0.9994329,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1988760808336417,"score_gpt":0.403445379698882,"score_spread":0.2045692988652403,"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."}}