{"id":"W1487529579","doi":"10.15353/joci.v9i3.3154","title":"Community Innovation and Community Informatics","year":2013,"lang":"en","type":"article","venue":"The Journal of Community Informatics","topic":"Innovative Approaches in Technology and Social Development","field":"Business, Management and Accounting","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Informatics; Data science; Computer science; Political science","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":["sts","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.0119553,0.0001851576,0.0003061279,0.0004579491,0.003584024,0.0002504394,0.00142532,0.0001569339,0.00003013936],"category_scores_gemma":[0.0012205,0.0001294715,0.00003830423,0.00112857,0.0005929979,0.002961003,0.001295249,0.005412928,0.00005535394],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006428736,"about_ca_system_score_gemma":0.00004612239,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007287516,"about_ca_topic_score_gemma":0.00003929508,"domain_scores_codex":[0.9975128,0.0005848585,0.001380335,0.000004649006,0.000300995,0.0002163607],"domain_scores_gemma":[0.9955163,0.0006477505,0.00181393,0.0005809553,0.001430332,0.00001072136],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00009318677,0.0008997005,0.01198812,0.001508095,0.000423231,1.747444e-7,0.7096185,0.0001173466,0.0001359014,0.164487,0.03342763,0.07730111],"study_design_scores_gemma":[0.000689618,0.000097535,0.04168098,0.0001035535,0.0000629485,0.00003902996,0.8341105,0.0005570474,0.0001221676,0.1136989,0.008613509,0.0002242506],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9725798,0.000008992794,0.003197982,0.001048805,0.0001451528,0.0002348786,0.000001131548,0.00004956238,0.02273372],"genre_scores_gemma":[0.9928084,0.00002185542,0.001104861,0.005933172,0.00006500488,0.000004592509,0.00002108166,0.00001033517,0.00003068684],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.124492,"threshold_uncertainty_score":0.9977131,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04890235374410234,"score_gpt":0.258605082519983,"score_spread":0.2097027287758807,"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."}}