{"id":"W2366246907","doi":"","title":"On College Management for Experimental Work Platform and Operation Mechanism","year":2007,"lang":"en","type":"article","venue":"Research and Exploration in Laboratory","topic":"Collaboration in agile enterprises","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"L'Alliance Boviteq","funders":"","keywords":"Mechanism (biology); Work (physics); Engineering management; Computer science; Knowledge management; Engineering; Mechanical engineering","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":[0.00983052,0.000275038,0.000147066,0.001227959,0.00573867,0.009281964,0.001526678,0.001961152,0.008740949],"category_scores_gemma":[0.01546818,0.0002558559,0.0002798687,0.0009431361,0.003586911,0.007040652,0.004634527,0.002095614,0.0006723842],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005734486,"about_ca_system_score_gemma":0.01183682,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006634884,"about_ca_topic_score_gemma":0.005291225,"domain_scores_codex":[0.9896647,0.00387905,0.0004859847,0.001459182,0.002834681,0.001676517],"domain_scores_gemma":[0.9895055,0.002607499,0.001451202,0.00149088,0.002513327,0.002431587],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0000802366,0.0002978051,0.01255853,0.00006271878,0.00001238924,0.0002867216,0.004023627,0.001518207,0.002162422,0.8681705,0.0102004,0.1006265],"study_design_scores_gemma":[0.0001987536,0.0006013956,0.03843202,0.0003317768,0.00007161244,0.0007225458,0.02899984,0.03224593,0.01217468,0.3672766,0.5186212,0.0003236551],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.3893389,0.0008490729,0.1698383,0.04073816,0.0006443692,0.001194984,0.0001143646,0.0009135191,0.3963684],"genre_scores_gemma":[0.9664827,0.0001183739,0.01275308,0.0009945667,0.0001152337,0.000258044,0.00002284146,0.00004040642,0.01921478],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.00983052,"threshold_uncertainty_score":0.05198938,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06036891667187942,"score_gpt":0.3358180049238937,"score_spread":0.2754490882520143,"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."}}