{"id":"W2508135167","doi":"","title":"Design Day Demand Forecast","year":2014,"lang":"en","type":"article","venue":"","topic":"Ergonomics and Musculoskeletal Disorders","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Union Gas (Canada)","funders":"","keywords":"Computer science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004236218,0.0006742227,0.0004072601,0.000628873,0.0003315627,0.0008937914,0.0005508158,0.0005619887,0.01889575],"category_scores_gemma":[0.001697422,0.0003881238,0.0004127125,0.0006019693,0.00009198371,0.0007429124,0.0002742862,0.0006588045,0.005041586],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009578861,"about_ca_system_score_gemma":0.0006785435,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01224661,"about_ca_topic_score_gemma":0.01785572,"domain_scores_codex":[0.9996684,0.00005024864,0.00001242864,0.0001111327,0.0001199374,0.00003800338],"domain_scores_gemma":[0.9994115,0.0001324362,0.00002642581,0.00010051,0.0002798468,0.00004933771],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.001435455,0.0002281792,0.02047858,0.0001781993,0.00007981494,0.0001593215,0.0001225967,0.7030076,0.01146678,0.005764161,0.1071094,0.1499699],"study_design_scores_gemma":[0.00002796294,0.00008092719,0.006851839,0.00000703401,0.00001279427,0.00002514087,0.00005987769,0.9717814,0.00312154,0.002061423,0.01594158,0.00002837879],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.3700313,0.0004698877,0.4530433,0.002243845,0.002379947,0.0005922493,0.04651964,0.01234875,0.1123712],"genre_scores_gemma":[0.9183046,0.0001487085,0.03402406,0.0001285227,0.0001216057,0.0001434688,0.01886819,0.0003967985,0.02786399],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01889575,"threshold_uncertainty_score":0.06321257,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02213437987617591,"score_gpt":0.2770059366359564,"score_spread":0.2548715567597805,"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."}}