{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0118633,0.001621995,0.000917636,0.003194127,0.00464974,0.01038008,0.005339949,0.00640336,0.251068],"category_scores_gemma":[0.03852218,0.0009496893,0.001790262,0.002626911,0.003098341,0.008257212,0.007341999,0.004843901,0.1752602],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00479572,"about_ca_system_score_gemma":0.01112026,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009155186,"about_ca_topic_score_gemma":0.009771743,"domain_scores_codex":[0.9788407,0.00463595,0.002199546,0.002342863,0.009891687,0.00208925],"domain_scores_gemma":[0.9715153,0.004930447,0.00107634,0.005062637,0.01592521,0.001490115],"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":[0.0001181966,0.0001087783,0.0007809909,0.00064509,0.00001580731,0.0003239349,0.001602857,0.0005911382,0.00157004,0.3615716,0.5108398,0.1218318],"study_design_scores_gemma":[0.000008814624,0.00002289554,0.0002605596,0.000219091,0.000004365495,0.0001678319,0.0003159399,0.0001095535,0.0003196449,0.01317051,0.985384,0.00001676296],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00195961,0.00106053,0.03440583,0.01058544,0.00200213,0.0008694225,0.004000507,0.001991877,0.9431245],"genre_scores_gemma":[0.05316104,0.003328696,0.07862139,0.01431113,0.001063381,0.002781177,0.01910514,0.003156979,0.8244711],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.251068,"threshold_uncertainty_score":0.839906,"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."}}