{"id":"W2915618327","doi":"","title":"The Micro- and Macro-levels of Co-creation: How Transformations Change preferences in Open Source Business Resource","year":2009,"lang":"en","type":"article","venue":"˜The œopen source business resource","topic":"Open Source Software Innovations","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Macro; Open source; Resource (disambiguation); Business; Macro level; Computer science; Process management; Industrial organization; Economic system; Economics; Software; Operating system","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts","scholarly_communication","open_science"],"consensus_categories":[],"category_scores_codex":[0.002861223,0.0006813064,0.0008716157,0.0004641843,0.002093354,0.005126104,0.01020202,0.0002862709,0.0000363459],"category_scores_gemma":[0.0002964247,0.0004859637,0.0001062972,0.006340877,0.0008006698,0.002958759,0.002279379,0.0005558365,0.00002765458],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001339071,"about_ca_system_score_gemma":0.0003298506,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000980334,"about_ca_topic_score_gemma":0.0005925981,"domain_scores_codex":[0.9949134,0.0007326338,0.001249233,0.001108387,0.0009878088,0.001008515],"domain_scores_gemma":[0.9944821,0.001035515,0.0009450007,0.002414306,0.0009293581,0.0001937328],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0004200976,0.0006897697,0.008347898,0.0001946314,0.0001642226,0.00002159706,0.04431516,0.00202545,0.001943541,0.008605719,0.00968009,0.9235919],"study_design_scores_gemma":[0.002108212,0.0001105426,0.2327311,0.0004634036,0.00005115586,0.0001557297,0.003365386,0.002686691,0.0005473437,0.001518597,0.7553801,0.0008818043],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2750453,0.002978626,0.4896269,0.1728638,0.0004160803,0.01504261,0.0002744342,0.0009263724,0.04282588],"genre_scores_gemma":[0.9850284,0.0001064024,0.004878456,0.002994077,0.0002424966,0.0004599887,0.00007564925,0.0000899501,0.006124512],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.92271,"threshold_uncertainty_score":0.9997592,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04342528494050135,"score_gpt":0.2974460682089374,"score_spread":0.254020783268436,"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."}}