{"id":"W2122156321","doi":"10.2139/ssrn.1677937","title":"Competitive Strategy for Open Source Software","year":2011,"lang":"en","type":"article","venue":"SSRN Electronic Journal","topic":"Open Source Software Innovations","field":"Computer Science","cited_by":5,"is_retracted":false,"has_abstract":false,"ca_institutions":"Kellogg's (Canada)","funders":"","keywords":"Open source software; Open source; Computer science; Software; Business; Chemistry; Software engineering; Operating system","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004208374,0.0004444009,0.0005302113,0.002217091,0.004523145,0.01153986,0.001543116,0.005119741,0.02180851],"category_scores_gemma":[0.0185675,0.0002774548,0.0006444845,0.001467805,0.003171038,0.007649507,0.005038131,0.003008259,0.002417548],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00363469,"about_ca_system_score_gemma":0.004085391,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00385877,"about_ca_topic_score_gemma":0.006706652,"domain_scores_codex":[0.9951716,0.001423214,0.0001021093,0.000429814,0.00184343,0.001029789],"domain_scores_gemma":[0.9878315,0.005882538,0.0008119551,0.0007479836,0.002060959,0.002665046],"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":[0.0002861116,0.0002407494,0.003369231,0.0001150918,0.00005366457,0.0004889959,0.002842511,0.001345762,0.0025452,0.922026,0.01178314,0.05490364],"study_design_scores_gemma":[0.0001866295,0.0003954827,0.006524637,0.0001704545,0.00005911624,0.0004599091,0.008709706,0.02148249,0.002485885,0.8548609,0.1045685,0.00009621123],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.2798343,0.001013233,0.03277301,0.01116376,0.0001553395,0.0001762303,0.00006791214,0.0001282772,0.674688],"genre_scores_gemma":[0.973395,0.0002572071,0.00243609,0.0006418842,0.00007293089,0.00006682832,0.00004609442,0.00004964308,0.02303427],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.02180851,"threshold_uncertainty_score":0.07295674,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0394481408956037,"score_gpt":0.2842779911201656,"score_spread":0.2448298502245619,"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."}}