{"id":"W4382196750","doi":"10.5204/mcj.2960","title":"Toy, Vehicle, or Equipment?","year":2023,"lang":"en","type":"article","venue":"M/C Journal","topic":"Art Education and Development","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Brock University","funders":"","keywords":"Aeronautics; Computer science; Transport engineering; Engineering","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.0002112945,0.00006070403,0.0000667923,0.000106544,0.0005413808,0.000249594,0.00009757096,0.00001299744,0.02467304],"category_scores_gemma":[0.00002067848,0.00004121384,0.00003637226,0.00004533598,0.00003801359,0.0001386721,0.00003273712,0.0001115138,0.004054745],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000036099,"about_ca_system_score_gemma":0.0001210795,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000004703445,"about_ca_topic_score_gemma":0.00004788458,"domain_scores_codex":[0.9993814,0.00001757556,0.0001680857,0.00006547727,0.0001737266,0.0001937729],"domain_scores_gemma":[0.9997096,0.00002529908,0.00004786043,0.00006076329,0.00006216616,0.00009430435],"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":[0.0000217779,0.00004045776,0.0003439781,0.000005570145,0.0000278693,0.00004330743,0.03445311,0.000003173395,0.00002662493,0.03633646,0.9090066,0.01969108],"study_design_scores_gemma":[0.0001827237,0.00003804699,0.001088803,0.00001347936,0.000003529751,0.00002451566,0.005874238,0.00002453349,0.00003431134,0.00336705,0.9892725,0.00007625361],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.3726077,0.0001267417,0.00006352829,0.02839365,0.00844811,0.0001526356,0.000007964285,0.0003224883,0.5898772],"genre_scores_gemma":[0.5574243,0.00008944581,0.0001218195,0.00189691,0.00180599,0.000007169149,0.000006352661,0.00001458906,0.4386334],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.1848166,"threshold_uncertainty_score":0.9967207,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08857178565723481,"score_gpt":0.297118404084655,"score_spread":0.2085466184274201,"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."}}