{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0120378,0.0004669614,0.0004518991,0.00139047,0.003811056,0.0065222,0.002374697,0.003839812,0.2663582],"category_scores_gemma":[0.04682469,0.0002242183,0.0008428716,0.001118456,0.002844605,0.004717017,0.003177843,0.003175854,0.03222274],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005282903,"about_ca_system_score_gemma":0.004425073,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008675247,"about_ca_topic_score_gemma":0.009004216,"domain_scores_codex":[0.9909344,0.0029495,0.0002580441,0.001408585,0.00295178,0.001497625],"domain_scores_gemma":[0.9754394,0.01393029,0.00107697,0.001602605,0.005820998,0.002129646],"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":[0.001583773,0.0003281571,0.01770739,0.001088243,0.00007983123,0.0009407301,0.008158744,0.0002812943,0.001530901,0.2233087,0.6129251,0.1320671],"study_design_scores_gemma":[0.00009751454,0.00008072421,0.01270956,0.0006043794,0.0000372264,0.0004837853,0.01876991,0.0001280252,0.001681216,0.02292233,0.9424622,0.00002325656],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.02942464,0.003008685,0.003929595,0.2166286,0.009244501,0.0003771296,0.003756208,0.0002900003,0.7333407],"genre_scores_gemma":[0.3812463,0.002372936,0.003198407,0.1758242,0.005343757,0.0008514246,0.003259363,0.0004825081,0.4274211],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.7336417,"threshold_uncertainty_score":0,"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."}}