{"id":"W2358829994","doi":"","title":"Discussion on Opening Laboratory","year":2004,"lang":"en","type":"article","venue":"Research and Exploration in Laboratory","topic":"Education and Work Dynamics","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"L'Alliance Boviteq","funders":"","keywords":"Openness to experience; Function (biology); Engineering ethics; Work (physics); Engineering management; Engineering; Mathematics education; Engineering physics; Mechanical engineering; Psychology","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":[0.01730695,0.0004596445,0.0005035544,0.001167709,0.01386555,0.01021212,0.003336311,0.01012627,0.01761114],"category_scores_gemma":[0.02800245,0.0002479403,0.001360253,0.001162103,0.01568258,0.01674724,0.01033609,0.01005169,0.001266371],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006798788,"about_ca_system_score_gemma":0.006152776,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00501952,"about_ca_topic_score_gemma":0.003719968,"domain_scores_codex":[0.9796999,0.01314771,0.0005474978,0.001382374,0.002669682,0.002552789],"domain_scores_gemma":[0.9775522,0.01604139,0.0008345206,0.001001101,0.002524667,0.002046113],"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":[0.00008854253,0.00006992971,0.0009953456,0.000301814,0.00000570214,0.001310611,0.04434144,0.0002957707,0.0007098675,0.8894354,0.03888582,0.02355972],"study_design_scores_gemma":[0.00002071357,0.00007362069,0.001028919,0.0004737433,0.000007789287,0.0003040028,0.0599743,0.0002330099,0.001135515,0.06437881,0.8723203,0.00004912827],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.05929746,0.009150504,0.01942441,0.515179,0.01137635,0.0003761381,0.0001845017,0.0002145426,0.384797],"genre_scores_gemma":[0.7883671,0.006379135,0.004679467,0.1046935,0.00587718,0.000829479,0.0001065327,0.0002633145,0.08880443],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.01761114,"threshold_uncertainty_score":0.09152901,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09765689849569796,"score_gpt":0.4441465707006425,"score_spread":0.3464896722049445,"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."}}