{"id":"W1853816806","doi":"10.24908/pceea.v0i0.3639","title":"TEACHING TEACHERS: COULD I DESIGN AND BUILD A TINY SMART ROBOT?","year":2011,"lang":"en","type":"article","venue":"Proceedings of the Canadian Engineering Education Association (CEEA)","topic":"Experimental Learning in Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Seven Oaks General Hospital; University of Manitoba","funders":"Natural Sciences and Engineering Research Council of Canada; University of Manitoba","keywords":"Adventure; Curiosity; Mechatronics; Test (biology); Mathematics education; Space (punctuation); Engineering education; Robot; Engineering; Work (physics); Psychology; Computer science; Multimedia; Engineering management; Electrical engineering; Mechanical engineering; Artificial intelligence","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005531856,0.0002168152,0.0001835084,0.0002710646,0.0001474236,0.00007784027,0.0002739561,0.0001863453,0.00002211306],"category_scores_gemma":[0.0005024821,0.0002341993,0.00005375697,0.0002721771,0.00001767799,0.0003040246,0.00002894165,0.0005139369,0.00000780803],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001600379,"about_ca_system_score_gemma":0.0001390439,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004640388,"about_ca_topic_score_gemma":0.0003785494,"domain_scores_codex":[0.9989362,0.000009288436,0.0002703891,0.0001847884,0.0002265514,0.0003728215],"domain_scores_gemma":[0.9993517,0.00004910996,0.0001237412,0.0001083405,0.0001393337,0.0002277756],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.00001809367,0.0003496359,0.2680692,0.002078468,0.001456771,0.000001707236,0.09439552,0.1786566,0.3227178,0.03462796,0.08393738,0.01369084],"study_design_scores_gemma":[0.001403019,0.0001885129,0.3583451,0.00176786,0.0004193577,0.00008087028,0.005105709,0.3341463,0.1378631,0.0006926443,0.1565969,0.003390545],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9361115,0.001587926,0.00490537,0.001655611,0.005367161,0.001768886,0.0000181892,0.001795416,0.04678991],"genre_scores_gemma":[0.9741021,0.00001130055,0.02464877,0.00006632267,0.0001131639,0.00006793642,0.000002528418,0.00008416148,0.0009037592],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1848547,"threshold_uncertainty_score":0.9550369,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009614002319786609,"score_gpt":0.1964315982106064,"score_spread":0.1868175958908198,"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."}}