{"id":"W4401961173","doi":"10.35483/acsa.teach.2023.41","title":"Minimum Requirements","year":2023,"lang":"en","type":"article","venue":"","topic":"Flexible and Reconfigurable Manufacturing Systems","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Computer science","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00005976902,0.00005763931,0.00006302002,0.00007762045,0.00002147995,0.0000173321,0.00006505103,0.00003038946,0.0002522218],"category_scores_gemma":[0.000002050012,0.00004791004,0.00002347792,0.0001302332,0.000005015213,0.00004511101,0.000007747085,0.00003234062,0.00402438],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001235229,"about_ca_system_score_gemma":0.000002104608,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000008797629,"about_ca_topic_score_gemma":0.000002616523,"domain_scores_codex":[0.999602,0.000003308013,0.00009387321,0.00006441558,0.00006980332,0.0001666635],"domain_scores_gemma":[0.9998353,0.00001103954,0.000004113509,0.0001129371,0.000004258596,0.00003240969],"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":[0.000003102104,0.00001060709,0.0006029034,0.0004533452,0.0001441547,0.00004826652,0.0003725967,0.04154978,0.04587547,0.001269816,0.88098,0.02868993],"study_design_scores_gemma":[0.0006539061,0.00003939301,0.006028207,0.00009228949,0.00001128799,0.00001212091,0.0003823921,0.09349088,0.308909,0.001027581,0.5887299,0.0006230914],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.4551663,0.00005407996,0.0002410927,0.00006334476,0.001589756,0.00009006411,0.000001601562,0.002884197,0.5399096],"genre_scores_gemma":[0.9687718,0.00002844446,0.00002425328,0.00002166774,0.00008253121,0.000009388255,0.000005301698,0.0000167533,0.03103986],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.5136055,"threshold_uncertainty_score":0.9967511,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02652268828237936,"score_gpt":0.2348532352915418,"score_spread":0.2083305470091625,"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."}}