{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00161371,0.0001225129,0.0001134273,0.0007010417,0.0003615057,0.0003502869,0.00008463328,0.00006597443,0.00004263689],"category_scores_gemma":[0.00009749477,0.000123411,0.00001050277,0.0009862086,0.00007238171,0.001689571,0.0001024118,0.0001226645,0.00003888308],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001070853,"about_ca_system_score_gemma":0.0000240938,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000112481,"about_ca_topic_score_gemma":0.00009866521,"domain_scores_codex":[0.9987291,0.00001550554,0.0002573216,0.0003123908,0.0003791456,0.0003065116],"domain_scores_gemma":[0.9993328,0.0001463534,0.00005390164,0.0001385021,0.0002980691,0.0000303518],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0008000805,0.0001884242,0.0006489107,0.000108954,0.0000115544,0.00001472178,0.0003140423,0.00006376296,0.001523107,0.9858943,0.009116745,0.001315461],"study_design_scores_gemma":[0.0240706,0.001929421,0.01211879,0.001317111,0.00005042637,0.000003031941,0.1210804,0.01502868,0.05961613,0.4567308,0.3052322,0.002822444],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9756364,0.0003468401,0.01185404,0.001334414,0.0005383856,0.002513981,0.00002466031,0.0001108912,0.007640439],"genre_scores_gemma":[0.9980462,0.00004928615,0.0005150438,0.0004283076,0.0003295133,0.0003894516,0.00004281,0.00002099519,0.0001783705],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5291634,"threshold_uncertainty_score":0.5032556,"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."}}