{"id":"W6885119171","doi":"10.13140/rg.2.2.30789.09442","title":"R. Liboro - Oxfam at Guelph Keynote","year":2019,"lang":"en","type":"article","venue":"","topic":"Legal case studies and regulations","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001846222,0.0004204185,0.0005794537,0.001330976,0.004829025,0.004717476,0.0008742503,0.007657362,0.2212141],"category_scores_gemma":[0.009487322,0.000383096,0.0003699661,0.0006861825,0.001312885,0.002556446,0.00244895,0.005243451,0.04392385],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002901851,"about_ca_system_score_gemma":0.003647267,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01479022,"about_ca_topic_score_gemma":0.03246604,"domain_scores_codex":[0.9985265,0.0003301886,0.00005959937,0.0003469601,0.0004942458,0.0002425189],"domain_scores_gemma":[0.9949179,0.00194649,0.0001583947,0.0001517899,0.001635937,0.001189652],"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":[0.0000104714,0.000005163393,0.00007238732,0.00003312553,8.462062e-7,0.00009819862,0.00007249225,0.00001291606,0.00003632297,0.005857991,0.9853355,0.008464581],"study_design_scores_gemma":[0.00000369417,0.000005988419,0.0002103264,0.0001305259,0.000001220355,0.000120224,0.0003134945,0.00002277937,0.00004494793,0.001791259,0.9973507,0.000004886118],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"other","genre_scores_codex":[0.0009399022,0.01475843,0.0005993645,0.6600381,0.05962731,0.00008849104,0.0004284703,0.0002022657,0.2633176],"genre_scores_gemma":[0.009297973,0.005047784,0.0004699337,0.102558,0.008888965,0.00007506958,0.00009865444,0.00008108943,0.8734826],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.7787859,"threshold_uncertainty_score":0.740035,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01295777290517406,"score_gpt":0.2891030029489219,"score_spread":0.2761452300437479,"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."}}