{"id":"W2079802718","doi":"10.1503/cmaj.109-3673","title":"Britain's libel fighter","year":2010,"lang":"en","type":"article","venue":"Canadian Medical Association Journal","topic":"Freedom of Expression and Defamation","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Regret; Law; Activity-based costing; Computer science; Operations research; Political science; Business; Engineering; Accounting","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.002704578,0.00005705394,0.00009079003,0.0001221216,0.0008566793,0.0002494417,0.0002743393,0.0004514833,0.0287908],"category_scores_gemma":[0.005488464,0.00005313722,0.00006706034,0.000166375,0.00007897401,0.0002677444,0.000008209609,0.0009913332,0.000643447],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003104568,"about_ca_system_score_gemma":0.003207425,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.01209527,"about_ca_topic_score_gemma":0.3791784,"domain_scores_codex":[0.9976402,0.0001844515,0.0002208875,0.00008788584,0.001459356,0.0004072137],"domain_scores_gemma":[0.9972858,0.0001731023,0.0001252279,0.00006619153,0.0003548489,0.001994837],"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":[0.000001358487,0.00001372731,0.01234381,8.411482e-7,0.00001183484,0.00007069545,0.001848481,2.475863e-7,0.00004589854,0.02001845,0.9281058,0.03753885],"study_design_scores_gemma":[0.0002317518,0.000005620292,0.006751657,0.00001124347,0.000002914639,0.00001919477,0.0006362523,0.00003870302,0.000006051527,0.002124986,0.9900971,0.00007454662],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.1585543,0.00007404213,0.0001554809,0.3069758,0.008720213,0.0001445147,0.00001257496,0.00007641379,0.5252867],"genre_scores_gemma":[0.955785,0.00008593276,0.0005315705,0.02217409,0.008221443,0.00000444885,0.000005042153,0.00001269098,0.01317976],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7972308,"threshold_uncertainty_score":0.9944833,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006180576419989223,"score_gpt":0.2571360816925266,"score_spread":0.2509555052725374,"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."}}