{"id":"W2245165773","doi":"10.5281/zenodo.167362","title":"Software Carpentry: Programming With Gap","year":2016,"lang":"en","type":"article","venue":"Figshare","topic":"Scientific Computing and Data Management","field":"Decision Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Douglas Mental Health University Institute; Université de Montréal","funders":"","keywords":"Carpentry; Software; Computer science; Programming language; Software engineering; Engineering; Civil engineering","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":[0.00303777,0.00136253,0.0009323761,0.001538808,0.0008685692,0.00325465,0.003844985,0.001178148,0.1674705],"category_scores_gemma":[0.01463948,0.001591145,0.002238316,0.002041133,0.001053325,0.00713049,0.005872508,0.004496896,0.08971365],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007659613,"about_ca_system_score_gemma":0.002125167,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001425512,"about_ca_topic_score_gemma":0.00190413,"domain_scores_codex":[0.997494,0.0005371967,0.000277928,0.0005242478,0.0008691559,0.0002975559],"domain_scores_gemma":[0.9952821,0.002188896,0.0001741872,0.001069696,0.0009782658,0.0003068618],"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":[0.0002680778,0.00009191178,0.0004406283,0.0008497529,0.00005244933,0.0001737119,0.00048843,0.00187661,0.002441747,0.08619156,0.6193306,0.2877945],"study_design_scores_gemma":[0.0001495713,0.00005578612,0.0004400355,0.0004284337,0.00002880301,0.0004858025,0.0001512321,0.01106699,0.00573408,0.1156273,0.8657399,0.00009208389],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"methods","genre_gemma":"software","genre_scores_codex":[0.001423993,0.0005006784,0.7158669,0.001099817,0.0004744448,0.0002287329,0.004696434,0.2242634,0.05144573],"genre_scores_gemma":[0.02506019,0.001051922,0.7511823,0.00165194,0.0002222752,0.001018361,0.017484,0.1527298,0.04959931],"genre_candidate":"software","genre_consensus":null,"teacher_disagreement_score":0.1674705,"threshold_uncertainty_score":0.5602444,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2286571450790385,"score_gpt":0.3681876507405509,"score_spread":0.1395305056615124,"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."}}