{"id":"W105780725","doi":"","title":"How Firms Relate to Open Source Communities","year":2011,"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":"Open source; Open source software; Business; Computer science; 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","insufficient_payload"],"consensus_categories":["open_science"],"category_scores_codex":[0.002274549,0.0007738925,0.0008527212,0.0004506476,0.00253405,0.008812535,0.02918703,0.0002850654,0.0002393322],"category_scores_gemma":[0.0002401733,0.0006218196,0.0001614475,0.005300561,0.0005153873,0.003104852,0.02468234,0.0007837628,0.0008458724],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001768446,"about_ca_system_score_gemma":0.0002781093,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008151992,"about_ca_topic_score_gemma":0.00100331,"domain_scores_codex":[0.9950265,0.0007452074,0.0008727125,0.001124075,0.0009536845,0.00127781],"domain_scores_gemma":[0.9916962,0.0005835383,0.0006456029,0.005738816,0.0009310378,0.000404765],"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":[0.0007632049,0.001883644,0.01829592,0.0001867565,0.0008002804,0.0001812107,0.2575567,0.007346472,0.0004540047,0.06069431,0.2034243,0.4484132],"study_design_scores_gemma":[0.0009834546,0.0001182503,0.01139417,0.000200217,0.00004144639,0.0001605232,0.006724898,0.002143654,0.0001289658,0.001481295,0.9755632,0.001059904],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.03926161,0.0001494281,0.8624979,0.02093428,0.000487677,0.003984411,0.00002348568,0.0012028,0.07145837],"genre_scores_gemma":[0.8269513,0.00000927271,0.04937612,0.01409698,0.0002916972,0.0007644297,0.00005198943,0.0003049862,0.1081532],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.8131219,"threshold_uncertainty_score":0.9999321,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05981635291502361,"score_gpt":0.2663532557492604,"score_spread":0.2065369028342368,"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."}}