{"id":"W4231356187","doi":"10.4018/978-1-4666-2773-4.ch005","title":"Process Analysis of Knowledge Production","year":2012,"lang":"en","type":"book-chapter","venue":"IGI Global eBooks","topic":"Open Source Software Innovations","field":"Computer Science","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Concordia University","funders":"","keywords":"Supply chain; Publishing; General partnership; Knowledge sharing; Knowledge management; Openness to experience; Process (computing); Business; Process management; Computer science; Marketing","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":["sts"],"consensus_categories":[],"category_scores_codex":[0.005572921,0.0005937276,0.0005183707,0.006998449,0.001480156,0.006975848,0.001034896,0.001072732,0.009871765],"category_scores_gemma":[0.01510561,0.0003245732,0.001093838,0.007207113,0.002040265,0.004326138,0.002337393,0.0009254881,0.002027271],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003197672,"about_ca_system_score_gemma":0.004319818,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003848977,"about_ca_topic_score_gemma":0.002350765,"domain_scores_codex":[0.9917469,0.002436482,0.0004253091,0.001315008,0.003542896,0.0005334887],"domain_scores_gemma":[0.9855902,0.009273249,0.0008064049,0.001699815,0.002467408,0.0001628935],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0003787336,0.0002987968,0.01353455,0.00167723,0.0001405833,0.001150869,0.0338288,0.01642985,0.01077381,0.3092404,0.003893264,0.6086531],"study_design_scores_gemma":[0.00008243744,0.0005032534,0.03961231,0.001524722,0.0002840643,0.00123768,0.03603179,0.1458944,0.06232806,0.3872901,0.3249191,0.0002921696],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1286152,0.0016024,0.7213265,0.0009688412,0.0001670508,0.001786885,0.002044957,0.001118222,0.1423699],"genre_scores_gemma":[0.6266385,0.00135504,0.3461713,0.0001374486,0.00006397202,0.001225956,0.002450435,0.0002797652,0.02167756],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9985198,"threshold_uncertainty_score":0.03302431,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02534934865656637,"score_gpt":0.2841479200929332,"score_spread":0.2587985714363669,"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."}}