{"id":"W7069933245","doi":"","title":"McGill, Brian","year":2022,"lang":"en","type":"other","venue":"ResearchOnline (Glasgow Caledonian University)","topic":"Law in Society and Culture","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Work (physics); Natural (archaeology); Set (abstract data type); Perspective (graphical)","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0005295507,0.0002622492,0.0003450314,0.0002021754,0.001801381,0.00005512736,0.001397642,0.0006151104,0.06814761],"category_scores_gemma":[0.000169295,0.00029993,0.0003062063,0.001600656,0.000909744,0.000107954,0.0005143691,0.001218158,0.0004904215],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009788325,"about_ca_system_score_gemma":0.0007264293,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004751886,"about_ca_topic_score_gemma":0.02299488,"domain_scores_codex":[0.9963328,0.0008182389,0.0001256921,0.0006073243,0.001285132,0.0008307881],"domain_scores_gemma":[0.9986535,0.0001076791,0.0001324178,0.0004923264,0.00009426513,0.0005198595],"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":[0.00002205504,0.0001070306,0.000105321,0.0000423691,0.0001192288,0.000385212,0.0008834756,0.000002569644,0.000003314948,0.0816716,0.9147772,0.001880645],"study_design_scores_gemma":[0.0004698735,0.00003878958,0.0000127015,0.0000473052,0.00003640982,0.000001618654,0.005893821,0.000003264074,6.745415e-7,0.000186617,0.9929603,0.000348579],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00003168741,0.0003775776,0.000003417168,0.003659728,0.0003161491,0.0004837083,0.0009326796,0.0005206647,0.9936744],"genre_scores_gemma":[0.00008695541,0.006308035,0.00035009,0.0002088417,0.001141743,0.000002579926,0.000170021,0.0002350004,0.9914967],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.08148499,"threshold_uncertainty_score":0.9999453,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02409036943759333,"score_gpt":0.2908697460319315,"score_spread":0.2667793765943381,"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."}}