{"id":"W6920876021","doi":"10.6084/m9.figshare.20011772.v1","title":"DEVELOPERS VIEWS ON INFORMATION SYSTEMS QUALITY AND SUCCESS IN CANADIAN SOFTWARE DEVELOPMENT FIRMS","year":2022,"lang":"en","type":"dataset","venue":"Figshare","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Software development; Quality (philosophy); Information system; Software development process; Software quality; Team software process; Process (computing); Personal software process; Capability Maturity Model","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002147986,0.0005976272,0.0006340463,0.008344596,0.002500167,0.003730198,0.001528562,0.0005601699,0.01556194],"category_scores_gemma":[0.01720006,0.0003560082,0.0006971888,0.02647924,0.0005777348,0.0009618244,0.001536241,0.0009933392,0.001998036],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.03321613,"about_ca_system_score_gemma":0.02782666,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9946916,"about_ca_topic_score_gemma":0.9948719,"domain_scores_codex":[0.997586,0.0002287799,0.0001888651,0.0002845253,0.001075861,0.0006359146],"domain_scores_gemma":[0.9829411,0.003364961,0.001904586,0.0004952027,0.009752781,0.001541406],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.0002928233,0.0001351315,0.4435703,0.001834505,0.0002287042,0.0003354413,0.00821311,0.003746566,0.0002276353,0.005421819,0.4942479,0.0417461],"study_design_scores_gemma":[0.00005295259,0.00002461052,0.8336248,0.0006606895,0.00006256458,0.00005310415,0.007751256,0.00204924,0.0001979525,0.0002312307,0.1552202,0.0000714495],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"dataset","genre_gemma":"dataset","genre_scores_codex":[0.0917787,0.0009253717,0.0002116258,0.001104706,0.00003167941,0.0001078694,0.8885442,0.0001079524,0.01718794],"genre_scores_gemma":[0.2926956,0.001779728,0.000915979,0.0002029004,0.00002124099,0.0002853806,0.6914952,0.00007500497,0.012529],"genre_candidate":"dataset","genre_consensus":"dataset","teacher_disagreement_score":0.03321613,"threshold_uncertainty_score":0.2410011,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1074340599912463,"score_gpt":0.3281687819693564,"score_spread":0.2207347219781101,"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."}}