{"id":"W2069879027","doi":"10.1002/meet.14504301250","title":"A critical theoretical model for library‐led technological development: A case of open source software and libraries","year":2006,"lang":"en","type":"article","venue":"Proceedings of the American Society for Information Science and Technology","topic":"Open Source Software Innovations","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Open-source software development; Computer science; Software development; Service (business); Ideology; Software; Knowledge management; World Wide Web; Public relations; Sociology; Business; Political science; Marketing","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01197624,0.0007991936,0.0003929808,0.005005798,0.01885013,0.01604061,0.003397288,0.007020091,0.008744041],"category_scores_gemma":[0.01213818,0.0005789798,0.0008072921,0.003446708,0.06451245,0.01859894,0.01004981,0.005937696,0.0007877215],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.03069945,"about_ca_system_score_gemma":0.018078,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01380317,"about_ca_topic_score_gemma":0.009713548,"domain_scores_codex":[0.9902241,0.007460146,0.0001521904,0.0004814565,0.0008693215,0.0008128873],"domain_scores_gemma":[0.9786568,0.01637081,0.001162287,0.0009692403,0.001656246,0.001184494],"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":[0.000005027752,0.00002319487,0.0001552819,0.00001925622,0.000001012046,0.0002708766,0.01682902,0.00027409,0.00004130259,0.9810185,0.0005016753,0.0008607575],"study_design_scores_gemma":[0.00007080119,0.00004807179,0.0003597805,0.0003676227,0.00001615018,0.0005102311,0.1386669,0.006886357,0.0007303616,0.7546746,0.09763321,0.00003613409],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.1579123,0.001207061,0.1179614,0.07537512,0.0002717477,0.0007024427,0.00009455019,0.0001376989,0.6463377],"genre_scores_gemma":[0.9732509,0.0004182374,0.01283127,0.001424313,0.00006103023,0.0004067249,0.00002430344,0.00004145295,0.01154181],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.03069945,"threshold_uncertainty_score":0.2227411,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01166462661664051,"score_gpt":0.2641845294253112,"score_spread":0.2525199028086707,"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."}}