{"id":"W7005595451","doi":"","title":"The relationship between education and companies: &#13;\\nWho should change what, and how?","year":2011,"lang":"en","type":"other","venue":"Archipelago (Université du Québec à Montréal)","topic":"Cell Image Analysis Techniques","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Manufacturing; Higher education; Industrial design; Design education; Program Design Language","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004046403,0.0003169855,0.0002099536,0.001131743,0.006111234,0.0108952,0.0008691041,0.002589524,0.03904019],"category_scores_gemma":[0.009576317,0.0002035739,0.0001496769,0.001893709,0.009268521,0.00498868,0.00337676,0.003598484,0.004945725],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01955249,"about_ca_system_score_gemma":0.02397262,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.3472396,"about_ca_topic_score_gemma":0.4962617,"domain_scores_codex":[0.9963952,0.001227045,0.00006231642,0.0003796537,0.0009425886,0.0009931641],"domain_scores_gemma":[0.9897597,0.002074299,0.0008644135,0.0003525463,0.002541622,0.004407451],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00005472812,0.0002454807,0.02623751,0.0001790246,0.00002122768,0.0002572296,0.01082858,0.0002431828,0.0004178389,0.2118663,0.419618,0.3300309],"study_design_scores_gemma":[0.00001326341,0.00002622314,0.03663954,0.0003915035,0.00001445017,0.0001480453,0.01635144,0.0002905072,0.0004890162,0.03498591,0.9106039,0.00004622414],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.02992251,0.005923263,0.003641514,0.4517882,0.001264873,0.00003779337,0.0002738711,0.0002355153,0.5069124],"genre_scores_gemma":[0.6007265,0.004867873,0.003595163,0.05440823,0.0005621063,0.00006112792,0.0001901023,0.0002299618,0.3353589],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.3472396,"threshold_uncertainty_score":0.690437,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02055265497929568,"score_gpt":0.2199934534420264,"score_spread":0.1994407984627308,"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."}}