{"id":"W7001047771","doi":"","title":"How a FIRM (Flexibility, Innovation, Robustness, and Maturity)Argument for FOSS (Free and Open Source Software) Can 
\\nDisplace FUD (Fear, Uncertainty, and Doubt)","year":2008,"lang":"en","type":"article","venue":"AUSpace (Athabasca University)","topic":"Open Source Software Innovations","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Athabasca University","funders":"Athabasca University","keywords":"Appeal; Open source; Open source software; Process (computing); Core (optical fiber); Software; Maturity (psychological); Capability Maturity Model","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0004959891,0.0003620257,0.0004211591,0.0005931151,0.001132505,0.0009305835,0.00173059,0.0001835015,0.000006747876],"category_scores_gemma":[0.0003976532,0.0004015714,0.00004738585,0.002057493,0.000470176,0.002267799,0.00313763,0.0002730793,9.45421e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000229307,"about_ca_system_score_gemma":0.0003413574,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001860899,"about_ca_topic_score_gemma":0.003307682,"domain_scores_codex":[0.9977533,0.00009549642,0.0002412422,0.001052621,0.000342228,0.0005150952],"domain_scores_gemma":[0.9975411,0.0003891125,0.0002722933,0.0009994124,0.0005891878,0.0002088905],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0008579429,0.001162516,0.3505188,0.001057355,0.0008904086,0.0004737054,0.03379397,0.001736223,0.0004485805,0.4666442,0.09311356,0.04930273],"study_design_scores_gemma":[0.02484656,0.001902987,0.2125874,0.0005717537,0.0003358042,0.001142421,0.007961044,0.02378725,0.001054206,0.02606507,0.6948398,0.004905741],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.609734,0.0001325843,0.3674244,0.02045184,0.0001227812,0.001411447,0.00008753766,0.0002854011,0.0003500344],"genre_scores_gemma":[0.8252417,0.0001103616,0.1465078,0.0006040385,0.00007694656,0.00002657733,0.00005560827,0.00005080024,0.02732616],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6017262,"threshold_uncertainty_score":0.9998436,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02839109022546435,"score_gpt":0.2391343909043508,"score_spread":0.2107433006788864,"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."}}