{"id":"W6945236346","doi":"10.24385/lincoln.25162595","title":"Small Machine Talks","year":2024,"lang":"en","type":"other","venue":"Lincoln Repository (University of Lincoln)","topic":"Data Management and Algorithms","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Work (physics); Key (lock); Government (linguistics)","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":[],"consensus_categories":[],"category_scores_codex":[0.007838518,0.0008331204,0.0007052893,0.003717362,0.009010413,0.01157218,0.001650573,0.003543,0.2904733],"category_scores_gemma":[0.03953788,0.0006283131,0.0007371047,0.003447104,0.003770904,0.01605915,0.008987998,0.005609342,0.07699031],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003223071,"about_ca_system_score_gemma":0.001695211,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002053371,"about_ca_topic_score_gemma":0.003588342,"domain_scores_codex":[0.9945532,0.00283315,0.0001871525,0.0005520762,0.001348806,0.0005254641],"domain_scores_gemma":[0.970788,0.01610006,0.0006709822,0.006240766,0.003344877,0.002855399],"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":[0.0002688834,0.00007302287,0.0003613435,0.0001534897,0.000008574,0.0001825132,0.007152244,0.0001825984,0.001138693,0.2036416,0.7266027,0.06023439],"study_design_scores_gemma":[0.00001336597,0.0000202419,0.0002407727,0.00008086371,0.000002608113,0.00004800013,0.001786815,0.0001411297,0.0002639025,0.01499305,0.982396,0.00001323698],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.009301319,0.002122419,0.03396765,0.07476793,0.03012116,0.0003247235,0.002186539,0.004227108,0.8429811],"genre_scores_gemma":[0.07872032,0.001013994,0.005846436,0.01100829,0.006084268,0.0005290802,0.001116861,0.005130953,0.8905498],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.2904733,"threshold_uncertainty_score":0.9717298,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01108943783036026,"score_gpt":0.1810510820432166,"score_spread":0.1699616442128563,"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."}}