{"id":"W2460847211","doi":"","title":"As simple as 1, 2, 3.","year":2006,"lang":"en","type":"article","venue":"PubMed","topic":"Teaching and Learning Programming","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Discovery Air (Canada)","funders":"","keywords":"Simple (philosophy); Computer science; Philosophy; Epistemology","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":[0.002498351,0.001770401,0.000922584,0.002868942,0.001463587,0.004046795,0.00244336,0.002231372,0.1687905],"category_scores_gemma":[0.01296511,0.0008509844,0.001024854,0.001955972,0.001594087,0.006672006,0.003396506,0.003176398,0.2477738],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00109632,"about_ca_system_score_gemma":0.00235346,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002623349,"about_ca_topic_score_gemma":0.007710088,"domain_scores_codex":[0.9982831,0.0004021185,0.0001801099,0.0002176406,0.0007873955,0.0001296267],"domain_scores_gemma":[0.9957877,0.0008566997,0.0002479507,0.0006941929,0.001743381,0.0006700589],"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":[0.0001454661,0.00006069551,0.0003305287,0.001016943,0.00003475313,0.0001352025,0.0001203701,0.0001363874,0.001770386,0.03929103,0.7284839,0.2284744],"study_design_scores_gemma":[0.00002819931,0.00004992786,0.0002806173,0.0002362167,0.00002211145,0.0003024222,0.00004807027,0.0002518774,0.0005429209,0.01944481,0.9787688,0.00002411056],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.002579969,0.02831889,0.1735972,0.06635029,0.2029287,0.0007573583,0.005254004,0.02648464,0.493729],"genre_scores_gemma":[0.01537777,0.02060079,0.1398288,0.01947403,0.02017311,0.0007714634,0.004108451,0.003675428,0.7759901],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1687905,"threshold_uncertainty_score":0.5646605,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01188877475485509,"score_gpt":0.218235017356244,"score_spread":0.2063462426013889,"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."}}