{"id":"W2359388125","doi":"","title":"Deepening Laboratory System Reformed and Constructs Centralization Management Mode","year":2005,"lang":"en","type":"article","venue":"Research and Exploration in Laboratory","topic":"Higher Education and Teaching Methods","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"L'Alliance Boviteq","funders":"","keywords":"Mode (computer interface); Engineering management; Engineering; Engineering ethics; Management science; Mathematics education; Systems engineering; Computer science; Psychology; Human–computer interaction","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001982716,0.0001004815,0.0001179738,0.0004253123,0.0002672457,0.0003044452,0.0002006325,0.0000652083,0.00000385264],"category_scores_gemma":[0.00006712726,0.00009835398,0.000006488815,0.00107769,0.0001002638,0.001630274,0.0001182809,0.0002229684,0.00001687732],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000208835,"about_ca_system_score_gemma":0.0001547417,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001612153,"about_ca_topic_score_gemma":0.00003024366,"domain_scores_codex":[0.9980502,0.0006396806,0.0002517937,0.000354489,0.0003861263,0.0003177304],"domain_scores_gemma":[0.9990889,0.00009783929,0.00005256041,0.0002908305,0.0002892586,0.0001806022],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0000193929,0.00008897832,0.00486834,0.0002366373,0.00001575122,0.00001539501,0.009224485,0.0002571599,0.001446774,0.9512179,0.0009346474,0.03167454],"study_design_scores_gemma":[0.01117859,0.0008307804,0.06493816,0.002120083,0.00003526023,0.0000591937,0.06623819,0.4281594,0.05014658,0.03003232,0.3431344,0.003126961],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6263855,0.002004713,0.3598419,0.005025035,0.0006063708,0.0009836568,0.00001751444,0.0004333219,0.004702079],"genre_scores_gemma":[0.9262658,0.0003758429,0.07299018,0.000104412,0.0000880283,0.00007871191,0.000008601673,0.000009812496,0.00007866102],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9211856,"threshold_uncertainty_score":0.4010759,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05236908374320982,"score_gpt":0.3812832687116987,"score_spread":0.3289141849684889,"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."}}