{"id":"W2090229519","doi":"10.1145/2593702.2593709","title":"An open innovation approach in support of product release decisions","year":2014,"lang":"en","type":"article","venue":"","topic":"Open Source Software Innovations","field":"Computer Science","cited_by":14,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Structuring; Computer science; Knowledge management; Context (archaeology); Implementation; Process (computing); Resource (disambiguation); New product development; Product (mathematics); Process management; Open innovation; Risk analysis (engineering); Business; Software engineering; Marketing","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001627643,0.00008780271,0.0001645041,0.0004279767,0.00005837909,0.0001776289,0.002101889,0.00003635613,0.00003487053],"category_scores_gemma":[0.0006503283,0.00007886947,0.00001063549,0.003963498,0.00003519211,0.001524471,0.0005165637,0.0001091825,0.00002805998],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002413978,"about_ca_system_score_gemma":0.0001575761,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001305912,"about_ca_topic_score_gemma":0.00002001953,"domain_scores_codex":[0.9985604,0.00009000274,0.0005097878,0.0004228575,0.0002523977,0.000164545],"domain_scores_gemma":[0.9980837,0.00009139234,0.0001479959,0.00123574,0.0004039936,0.0000372545],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","study_design_scores_codex":[0.000004886935,0.0004695164,0.009612841,0.000004508145,0.000003164788,6.679398e-7,0.0004573517,0.0004699526,0.001485939,0.9074613,0.005172545,0.07485729],"study_design_scores_gemma":[0.004505293,0.001798632,0.4276544,0.00008849159,0.0000154622,0.00007861271,0.0003807472,0.2275572,0.03120966,0.2117645,0.09305657,0.001890366],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1211,6.123303e-7,0.8514356,0.0009965386,0.00006489158,0.0004022622,0.000001478053,0.00007964072,0.02591894],"genre_scores_gemma":[0.6451355,1.475408e-7,0.3540007,0.0005548322,0.00001456392,0.00002373607,0.00001893926,0.000005553034,0.0002460204],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.6956968,"threshold_uncertainty_score":0.3905867,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04656450262825892,"score_gpt":0.3183461084412695,"score_spread":0.2717816058130106,"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."}}