{"id":"W178346948","doi":"","title":"Developing a Portal for Open Source Creation: A Brief Study","year":2009,"lang":"en","type":"article","venue":"The open source business resource","topic":"Scientific Computing and Data Management","field":"Decision Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Open source; Computer science; Operating system; Software","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0093195,0.0005663567,0.0004299134,0.003810897,0.003014065,0.009979824,0.001113637,0.0035834,0.004245093],"category_scores_gemma":[0.01455711,0.0008039584,0.0007364861,0.006478272,0.002646118,0.02422214,0.003464206,0.002863717,0.001686364],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002572167,"about_ca_system_score_gemma":0.004042064,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003241348,"about_ca_topic_score_gemma":0.003618414,"domain_scores_codex":[0.9942217,0.003364789,0.0004327174,0.0003429516,0.001063883,0.0005739356],"domain_scores_gemma":[0.9865564,0.009187606,0.0009557832,0.0009803989,0.001486043,0.0008337491],"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":[0.0007090608,0.002473336,0.04627025,0.004395767,0.00007018014,0.00753114,0.02171725,0.001611824,0.009983942,0.251148,0.0147917,0.6392975],"study_design_scores_gemma":[0.0001407551,0.003733786,0.03881305,0.003544171,0.0001928599,0.01463059,0.06473768,0.007299,0.02951295,0.04920242,0.7878875,0.0003052417],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.4743005,0.06161388,0.1792729,0.05068798,0.001095132,0.00244759,0.0005754035,0.001133746,0.228873],"genre_scores_gemma":[0.7928913,0.06035514,0.1022038,0.003593727,0.0006882712,0.0005633935,0.0007984771,0.0003051056,0.03860088],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.009979824,"threshold_uncertainty_score":0.04928678,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1534472281438946,"score_gpt":0.4062837387046865,"score_spread":0.2528365105607919,"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."}}