{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004516776,0.00008246575,0.0002154823,0.0007937569,0.00002652991,0.00003151585,0.001360153,0.00004248169,0.00003545273],"category_scores_gemma":[0.0002458201,0.00007339914,0.0000985843,0.001242575,0.00008938113,0.0002244391,0.0001130959,0.0001453829,0.000008370517],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005952199,"about_ca_system_score_gemma":0.0001477643,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00000429539,"about_ca_topic_score_gemma":0.000004678206,"domain_scores_codex":[0.998682,0.00001365878,0.0006156476,0.0001381722,0.0004595378,0.00009103197],"domain_scores_gemma":[0.9966602,0.0000658115,0.0007817076,0.0002175178,0.002234843,0.00003992576],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0002056886,0.001560329,0.01818535,0.00003004642,0.004991125,0.00004745359,0.01708605,0.02367333,0.002342306,0.8779517,0.001185874,0.05274075],"study_design_scores_gemma":[0.003223015,0.0009585222,0.2815728,0.0002819194,0.003074715,0.0004284618,0.002713171,0.05383244,0.1812294,0.4614448,0.009472609,0.001768224],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.04030119,0.00001803197,0.9423302,0.00017288,0.001121891,0.00006545577,0.000006020422,0.00002533411,0.01595902],"genre_scores_gemma":[0.9443945,0.000006095491,0.05536892,0.00004278811,0.0001450085,0.00000210196,0.000002863801,0.000004789661,0.00003296948],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.9040933,"threshold_uncertainty_score":0.299313,"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."}}