{"id":"W1995795013","doi":"10.1145/2559206.2579484","title":"Loopo","year":2014,"lang":"en","type":"article","venue":"","topic":"Teaching and Learning Programming","field":"Computer Science","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Simon Fraser University","funders":"Simon Fraser University","keywords":"Computer science; Interface (matter); Multimedia; Computer programming; Human–computer interaction; User interface; World Wide Web; Programming language; Operating system","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0008791353,0.0004243653,0.0002740964,0.0008056328,0.0009011453,0.001800442,0.001251708,0.0007733362,0.09887397],"category_scores_gemma":[0.003605088,0.0002817892,0.0003809262,0.0005859218,0.0006152974,0.002943269,0.003487867,0.0007944052,0.02522261],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004532712,"about_ca_system_score_gemma":0.00102383,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008918904,"about_ca_topic_score_gemma":0.001406369,"domain_scores_codex":[0.9990919,0.0001834515,0.00003470221,0.0002133199,0.0003649771,0.0001118121],"domain_scores_gemma":[0.998534,0.0005000386,0.00005833713,0.0003739131,0.0002896167,0.0002441808],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0007808918,0.0006284828,0.002935436,0.0006604675,0.00002182301,0.000276636,0.003769126,0.0009369575,0.01409393,0.1004115,0.1288491,0.7466357],"study_design_scores_gemma":[0.00008193526,0.0002234098,0.0008596069,0.00009909837,0.00001463041,0.0002690897,0.0002741028,0.002188282,0.003823276,0.008428412,0.9837137,0.00002455438],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0291762,0.0004762882,0.3810046,0.001476634,0.0009869245,0.00146967,0.002434744,0.04038148,0.5425935],"genre_scores_gemma":[0.2022144,0.0008173552,0.311906,0.001919828,0.0002580027,0.001988068,0.005487419,0.009087413,0.4663215],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.09887397,"threshold_uncertainty_score":0,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006029820679628374,"score_gpt":0.2120063790355418,"score_spread":0.2059765583559134,"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."}}