{"id":"W4250396818","doi":"10.1017/brimp.2015.5","title":"Student Prize Winning Abstracts 2014","year":2015,"lang":"en","type":"article","venue":"Brain Impairment","topic":"Diverse Scientific and Economic Studies","field":"Economics, Econometrics and Finance","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Montréal; Centre Hospitalier Universitaire Sainte-Justine","funders":"","keywords":"Content (measure theory); Publishing; Computer science; Action (physics); World Wide Web; Advertising; Multimedia; Political science; Business; Mathematics; Law; Physics","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":["insufficient_payload"],"category_scores_codex":[0.001471198,0.0001439497,0.0002951504,0.0001329177,0.00009881715,0.0001288194,0.0002489158,0.00004614405,0.001924518],"category_scores_gemma":[0.0001085686,0.0001583824,0.0000920773,0.00008958566,0.00006844422,0.0001988071,0.000183831,0.00007566427,0.03522591],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002411398,"about_ca_system_score_gemma":0.00002782704,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000116015,"about_ca_topic_score_gemma":0.000005890313,"domain_scores_codex":[0.9986092,0.000009136607,0.000525961,0.0004285715,0.00005933627,0.0003678247],"domain_scores_gemma":[0.9991836,0.00003612541,0.000244777,0.0003080283,0.00002492656,0.0002025205],"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":[0.00001037155,0.0001658958,0.03273181,0.000006953692,0.00007090483,0.000007660938,0.00287038,0.0003860408,0.000002428984,0.01274701,0.9507763,0.0002242243],"study_design_scores_gemma":[0.001295427,0.0001316215,0.08386232,0.00001051131,0.000004554629,0.000004288254,0.002427507,0.0001685333,0.00001937235,0.004022442,0.9077563,0.0002971256],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.3564596,0.001253773,0.0001965969,0.002665699,0.004447291,0.0003765553,0.0001132731,0.0001023971,0.6343848],"genre_scores_gemma":[0.8425636,0.00003837465,0.0007199026,0.001176736,0.0002121726,0.00003317736,0.000008914633,0.00001965353,0.1552275],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.486104,"threshold_uncertainty_score":0.9989879,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05681993264926734,"score_gpt":0.248681034494428,"score_spread":0.1918611018451607,"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."}}