{"id":"W4411618342","doi":"10.51847/xg65uncldk","title":"10.51847/xg65UnclDK","year":2000,"lang":"en","type":"article","venue":"Time to knit","topic":"Advanced Manufacturing and Logistics Optimization","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Tile; Institution; Mechanism (biology); Business; Work (physics); Operations management; Engineering; Geography; Political science; Archaeology; Law; Mechanical engineering; Philosophy","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.00002437993,0.00008142516,0.0000720043,0.00003268,0.00003007334,0.00001475292,0.00006936333,0.0000333395,0.938098],"category_scores_gemma":[0.00001041108,0.00008603917,0.00001664898,0.00006564236,0.000007761961,0.00004614809,0.000007092948,0.00005155322,0.9015967],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002471493,"about_ca_system_score_gemma":0.000002337696,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000001603715,"about_ca_topic_score_gemma":2.776971e-8,"domain_scores_codex":[0.9996301,0.000003944504,0.00007822392,0.00008619605,0.00005757489,0.0001439419],"domain_scores_gemma":[0.9997717,0.00001520783,0.000004480265,0.0001374319,0.00000993991,0.00006127136],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000004063665,0.00000296391,6.514138e-9,0.000002979991,0.000003118862,9.374827e-7,0.000004062896,0.607885,0.000009692563,0.000001449113,0.004664584,0.3874211],"study_design_scores_gemma":[0.00007118739,0.00001968998,0.000006076476,0.000004851253,0.00000449361,0.000001545502,1.727223e-7,0.03058035,0.0001520217,0.00001388618,0.969033,0.0001127041],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00009830033,0.00003065164,0.002880068,0.00002133781,0.000004362849,0.00006445719,0.000005973011,0.0005300019,0.9963648],"genre_scores_gemma":[0.001666397,0.000001321924,0.003956732,0.00001370408,0.00006584239,0.000007759088,0.00001598323,0.00002503664,0.9942472],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.9643685,"threshold_uncertainty_score":0.3508575,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00436225651652928,"score_gpt":0.1606178709978048,"score_spread":0.1562556144812755,"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."}}