{"id":"W2067404681","doi":"10.4018/jal.2011070104","title":"Process Analysis of Knowledge Production","year":2011,"lang":"en","type":"article","venue":"International Journal of Applied Logistics","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; Openness to experience; Knowledge management; Process (computing); Business; Production (economics); 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":[0.006188003,0.0005692401,0.0004906859,0.007220284,0.001630889,0.00629243,0.0009789701,0.001005295,0.009017024],"category_scores_gemma":[0.01757396,0.0003172737,0.001080697,0.006959945,0.001943571,0.004030712,0.002244547,0.0008625486,0.001637855],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003282434,"about_ca_system_score_gemma":0.004842966,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004774866,"about_ca_topic_score_gemma":0.002888234,"domain_scores_codex":[0.9902822,0.002933423,0.0005254598,0.001399669,0.004191371,0.000667943],"domain_scores_gemma":[0.9827353,0.01093571,0.0009705919,0.001980518,0.003188333,0.0001894476],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"qualitative","study_design_scores_codex":[0.0004659988,0.0003606465,0.01940986,0.001542554,0.000156756,0.001285245,0.03824685,0.0187048,0.01196576,0.2907274,0.003450253,0.6136839],"study_design_scores_gemma":[0.000104847,0.0006318368,0.05351386,0.001390094,0.0003398748,0.001276249,0.04579977,0.1694327,0.07574451,0.358017,0.293419,0.0003303526],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1563476,0.00110536,0.7094538,0.0009616201,0.0001506596,0.001977753,0.001865603,0.0009960056,0.1271416],"genre_scores_gemma":[0.6591109,0.0009228957,0.3196132,0.0001154623,0.00005432576,0.001199669,0.002015905,0.0002051363,0.0167625],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9983691,"threshold_uncertainty_score":0.03272569,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05076252750527478,"score_gpt":0.3117036020307922,"score_spread":0.2609410745255175,"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."}}