{"id":"W3045670127","doi":"10.1007/978-3-030-48993-9_14","title":"Collaborative Innovation Network in Robotics","year":2020,"lang":"en","type":"book-chapter","venue":"Springer proceedings in complexity","topic":"Innovative Teaching and Learning Methods","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto","funders":"","keywords":"Robotics; Artificial intelligence; Process (computing); Robot; Knowledge management; Computer science; Engineering; Mathematics education; Mathematics","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":[0.0004832227,0.0004619025,0.000370897,0.0008819128,0.001009809,0.002735427,0.0009878055,0.001672753,0.01901438],"category_scores_gemma":[0.001185925,0.0002172389,0.0003412467,0.001264421,0.001618443,0.004243378,0.002171402,0.001404201,0.003352473],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001335663,"about_ca_system_score_gemma":0.0007067099,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006853307,"about_ca_topic_score_gemma":0.0008192736,"domain_scores_codex":[0.9996172,0.0001269764,0.00001027141,0.00007504356,0.0001318581,0.00003858765],"domain_scores_gemma":[0.9995362,0.000263701,0.00002881891,0.00006559088,0.00005099379,0.00005473225],"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":[0.000009258092,0.00001460953,0.00004395304,0.00007831817,0.000004882516,0.00005060354,0.0002241657,0.002673628,0.0002566984,0.9087251,0.01662427,0.07129444],"study_design_scores_gemma":[0.000006678862,0.00003334333,0.0002297666,0.0001362125,0.000008637058,0.0002226,0.0003227861,0.01314225,0.0004955458,0.5785041,0.4068827,0.00001542893],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.009459425,0.01755705,0.18426,0.005100727,0.002269122,0.00008013823,0.00007397375,0.0003003801,0.7808992],"genre_scores_gemma":[0.2987975,0.01963297,0.06910633,0.0007358097,0.001877383,0.0004335675,0.0002073304,0.0002053763,0.6090037],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01901438,"threshold_uncertainty_score":0.06360948,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1070709002553558,"score_gpt":0.3622255123901263,"score_spread":0.2551546121347705,"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."}}