{"id":"W4323526458","doi":"10.1145/3545947.3576339","title":"Run, Llama, Run","year":2022,"lang":"en","type":"article","venue":"","topic":"Teaching and Learning Programming","field":"Computer Science","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ontario Tech University","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Computer science; Block (permutation group theory); Computational thinking; Collaborative learning; Short run; Multimedia; Human–computer interaction; Knowledge management; Artificial intelligence","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001391799,0.001098107,0.0008986712,0.001353485,0.001384472,0.007328459,0.00168955,0.001727616,0.5452632],"category_scores_gemma":[0.008468627,0.0007605546,0.0008178284,0.001368038,0.001522085,0.005573143,0.005518217,0.002761901,0.3371431],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00166026,"about_ca_system_score_gemma":0.001518778,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001984731,"about_ca_topic_score_gemma":0.003443539,"domain_scores_codex":[0.9982697,0.0003695132,0.00009427336,0.000607122,0.000474405,0.000185081],"domain_scores_gemma":[0.9958598,0.001190122,0.0003704002,0.0008844584,0.0005944525,0.001100835],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001086837,0.0001785673,0.00142053,0.0009752832,0.00003154239,0.0006182055,0.0006195204,0.0009921241,0.00861584,0.04234739,0.6796083,0.2635059],"study_design_scores_gemma":[0.00007847567,0.00008237587,0.0009086289,0.0001741514,0.0000148425,0.0002438053,0.000122485,0.001230939,0.001837116,0.01078153,0.984484,0.00004159259],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.009529414,0.002611813,0.05116574,0.009487655,0.002086422,0.0002734828,0.01290099,0.1736033,0.7383413],"genre_scores_gemma":[0.046353,0.001951818,0.02950913,0.001555745,0.0005260668,0.0006138334,0.0116073,0.04741287,0.8604701],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.5452632,"threshold_uncertainty_score":0.6486269,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01464025549728764,"score_gpt":0.2401380189447569,"score_spread":0.2254977634474693,"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."}}