{"id":"W4409541986","doi":"10.21983/p3.0119.1.00","title":"Matches","year":2015,"lang":"en","type":"book","venue":"Punctum Books","topic":"Names, Identity, and Discrimination Research","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"York University","funders":"","keywords":"Geography","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":[0.001340279,0.0002042851,0.0002948927,0.0002079812,0.0004702133,0.0003593668,0.0005892071,0.0003737549,0.001889711],"category_scores_gemma":[0.0005084694,0.000189545,0.0001635912,0.0000612244,0.0006245478,0.0001597291,0.0001583127,0.0003944051,0.001884925],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006491546,"about_ca_system_score_gemma":0.00392441,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001783366,"about_ca_topic_score_gemma":0.005356007,"domain_scores_codex":[0.9972631,0.0001424454,0.0002282308,0.0003258424,0.001587631,0.0004527903],"domain_scores_gemma":[0.9985795,0.0001276647,0.0001221149,0.0003073048,0.0005090201,0.0003543832],"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":[0.000004412987,0.00001707684,0.00007457869,0.00005266519,0.00001867393,0.0000166507,0.002197253,1.059617e-7,7.581407e-7,0.1632082,0.8301982,0.0042114],"study_design_scores_gemma":[0.0001002302,0.00001322112,0.00004154406,0.00002811167,0.00002877342,4.14463e-7,0.0005141942,7.452739e-7,0.000002474804,0.2245134,0.7745832,0.0001736786],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00002357748,0.001063368,0.00003025177,0.001020735,0.000850954,0.0003587325,0.00002543303,0.000142651,0.9964843],"genre_scores_gemma":[0.0005727544,0.0001774642,0.00004268829,0.0002235712,0.00147885,0.00003034297,0.00005780333,0.00003545948,0.9973811],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.06130519,"threshold_uncertainty_score":0.9990227,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09347253423400419,"score_gpt":0.3672626465824211,"score_spread":0.2737901123484169,"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."}}