{"id":"W6994759637","doi":"","title":"Discussion","year":2008,"lang":"en","type":"article","venue":"University of Birmingham Research Portal (University of Birmingham)","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"McMaster University","funders":"","keywords":"","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":["metaepi_narrow","sts","insufficient_payload"],"consensus_categories":["sts","insufficient_payload"],"category_scores_codex":[0.001999931,0.0004078213,0.0009011066,0.002370216,0.002020215,0.0000143785,0.002106334,0.0004125007,0.004987222],"category_scores_gemma":[0.000268618,0.0004690981,0.0006059515,0.002904142,0.005019709,0.001254968,0.001598186,0.001037834,0.001167315],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002190782,"about_ca_system_score_gemma":0.0009686392,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00824276,"about_ca_topic_score_gemma":0.002160053,"domain_scores_codex":[0.9940527,0.0005988285,0.0003800353,0.001035915,0.002666408,0.001266086],"domain_scores_gemma":[0.9956161,0.0003413561,0.0006168113,0.001204444,0.001466936,0.0007543608],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.008006521,0.006867023,0.170168,0.001294734,0.001714165,0.02813114,0.08795129,0.000453347,0.2560667,0.01044249,0.3993223,0.02958232],"study_design_scores_gemma":[0.01565319,0.003461478,0.1402328,0.001630959,0.0004981849,0.0008740206,0.4044871,0.00407014,0.01352152,0.001178842,0.4110635,0.003328303],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9388133,0.000127891,0.0007325351,0.0006483779,0.000119704,0.0007143843,0.0003089059,0.0002807101,0.05825417],"genre_scores_gemma":[0.965226,0.0003582836,0.003412149,0.000006159832,0.00004861027,7.302258e-8,0.00007007404,0.00007082835,0.03080782],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3165358,"threshold_uncertainty_score":0.9997761,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08052999734895133,"score_gpt":0.2861936192707579,"score_spread":0.2056636219218065,"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."}}