{"id":"W4417189894","doi":"10.1108/978-1-61735-967-520251002","title":"Introducing Perspectives and Provocations","year":2012,"lang":"en","type":"book-chapter","venue":"","topic":"Educational Robotics and Engineering","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Laurentian University","funders":"","keywords":"","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":[0.00205623,0.0009097938,0.0004464102,0.001529667,0.004571555,0.008454864,0.001322681,0.002428809,0.02979236],"category_scores_gemma":[0.003583681,0.0003198869,0.0004162109,0.001520299,0.01413151,0.01079272,0.003585374,0.007052634,0.006570835],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004536412,"about_ca_system_score_gemma":0.001812249,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001347052,"about_ca_topic_score_gemma":0.002648502,"domain_scores_codex":[0.998259,0.001011801,0.00004139726,0.0002215786,0.0003211283,0.0001450135],"domain_scores_gemma":[0.9987097,0.000801742,0.00005785232,0.0001261113,0.0001886875,0.0001158698],"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":[0.000003117216,0.000003956051,0.000007374978,0.00001918459,3.609589e-7,0.00001669064,0.001216293,0.00002043955,0.00002751355,0.9844397,0.01098021,0.00326505],"study_design_scores_gemma":[0.000005611098,0.000006291832,0.00002802664,0.0001251035,0.00000140767,0.0000744376,0.001751651,0.00007716185,0.00009152611,0.4472834,0.5505503,0.000005075678],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.001176246,0.008671219,0.008074271,0.01278265,0.002815882,0.00002317182,0.00004347142,0.00007259495,0.9663404],"genre_scores_gemma":[0.1974661,0.01777971,0.01037662,0.01001529,0.006046462,0.0002793047,0.0002020719,0.000550216,0.7572842],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.02979236,"threshold_uncertainty_score":0.0996654,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01470729602602875,"score_gpt":0.2213641474589733,"score_spread":0.2066568514329446,"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."}}