{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003576779,0.00006732305,0.00006585864,0.0000496847,0.0001224927,0.0002239857,0.00041853,0.00003127559,0.000006258843],"category_scores_gemma":[0.00009346332,0.00006279926,0.00003912899,0.000176935,0.0000158432,0.0001678959,0.0000963277,0.00013403,0.0001886329],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002171259,"about_ca_system_score_gemma":0.00001465686,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008932175,"about_ca_topic_score_gemma":0.00001055313,"domain_scores_codex":[0.9991314,0.00005120675,0.00009394879,0.0002150622,0.0001637741,0.0003446459],"domain_scores_gemma":[0.9995528,0.00004760621,0.00003827328,0.0002783898,0.0000147066,0.0000682378],"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":[7.560226e-7,0.00002229573,0.001833763,0.000001581771,0.000002433148,0.00001091376,0.00009062068,0.00005836963,0.000001933242,0.03339004,0.002024221,0.9625631],"study_design_scores_gemma":[0.0001242534,0.00001134434,0.1096111,0.000001004006,0.000001817212,0.00002150521,0.000007614618,0.0002232018,0.0001215196,0.004284949,0.8854859,0.0001057379],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.4380963,0.0005740787,0.4450094,0.006927559,0.001155021,0.0007571591,6.074463e-7,0.003202543,0.1042773],"genre_scores_gemma":[0.9853263,4.749911e-7,0.006441735,0.0002694621,0.0001384812,0.000161019,0.000001733012,0.000006533166,0.007654209],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9624574,"threshold_uncertainty_score":0.256088,"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."}}