{"id":"W2562485217","doi":"10.1080/14926156.2017.1297510","title":"Multidisciplinary Perspectives on a Video Case of Children Designing and Coding for Robotics","year":2017,"lang":"en","type":"article","venue":"Canadian Journal of Science Mathematics and Technology Education","topic":"Spatial Cognition and Navigation","field":"Engineering","cited_by":11,"is_retracted":false,"has_abstract":false,"ca_institutions":"York University; University of Toronto; Simon Fraser University; University of Alberta; Trent University; University of Calgary","funders":"","keywords":"Robotics; Multidisciplinary approach; Coding (social sciences); Artificial intelligence; Computer science; Psychology; Sociology; Robot; Social science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":[0.001385296,0.0009441269,0.0003963524,0.002349231,0.008956699,0.005251847,0.002360604,0.008087638,0.008074608],"category_scores_gemma":[0.005592799,0.0005530709,0.0008258306,0.00156748,0.01208346,0.0029932,0.004063994,0.005319129,0.0006003759],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006373848,"about_ca_system_score_gemma":0.003852292,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.06145727,"about_ca_topic_score_gemma":0.09561016,"domain_scores_codex":[0.9977997,0.001032366,0.00006392436,0.0002202487,0.0002720284,0.0006117523],"domain_scores_gemma":[0.9966067,0.002035205,0.0002718934,0.00007860069,0.0002437832,0.0007638096],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0001132806,0.0002591434,0.006389762,0.000192268,0.00002996121,0.1965477,0.6177468,0.00286186,0.002504105,0.1483826,0.01001155,0.01496114],"study_design_scores_gemma":[0.00003178639,0.0001291538,0.004475175,0.0004561513,0.0000426065,0.07597745,0.7155991,0.003006864,0.001978451,0.02606463,0.1721448,0.00009382987],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7505848,0.00168701,0.02840383,0.04042956,0.000799127,0.0001975614,0.0003778947,0.0001231565,0.1773972],"genre_scores_gemma":[0.9620889,0.001067547,0.008736152,0.001159338,0.0001258796,0.00005861219,0.00007297745,0.00006402258,0.02662657],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06145727,"threshold_uncertainty_score":0.1221991,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01616632332710152,"score_gpt":0.2785234346211759,"score_spread":0.2623571112940744,"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."}}