{"id":"W1990909962","doi":"10.1145/2132176.2132210","title":"S-FIT","year":2012,"lang":"en","type":"article","venue":"Proceedings of the 2012 iConference","topic":"Knowledge Management and Sharing","field":"Social Sciences","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"Natural Sciences and Engineering Research Council of Canada; University of Toronto","keywords":"Computer science; Social media; Process (computing); Social network (sociolinguistics); Information system; Key (lock); Data science; Knowledge management; World Wide Web; Engineering; Computer security","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":[],"consensus_categories":[],"category_scores_codex":[0.0006585521,0.00006062565,0.00008332269,0.00003359957,0.0002428288,0.00005102663,0.0005464606,0.00004119173,0.0003448981],"category_scores_gemma":[0.0002053831,0.00004384901,0.00004956114,0.0001949793,0.0001620308,0.0006792099,0.000191643,0.00007890166,0.00009135338],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002262509,"about_ca_system_score_gemma":0.00002074262,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00009085458,"about_ca_topic_score_gemma":0.00002982943,"domain_scores_codex":[0.9992775,0.000006450711,0.0001055071,0.00007842325,0.0002314316,0.0003006359],"domain_scores_gemma":[0.9996164,0.00002134313,0.00009896432,0.00005710184,0.0001342412,0.00007192042],"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":[0.000002886042,0.00004513739,0.2573978,0.00002911624,0.000009486326,7.06899e-9,0.01072782,3.374765e-8,0.001109553,0.7179406,0.00800762,0.004729931],"study_design_scores_gemma":[0.0002540206,0.00001810831,0.1982392,0.0001510508,0.00007259221,5.148685e-7,0.01099673,0.00003366169,0.009013274,0.01783276,0.7630314,0.0003566528],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.3539441,0.0001874489,0.000006888162,0.00064973,0.0003794612,0.0001215877,3.687368e-7,0.00003434438,0.6446761],"genre_scores_gemma":[0.9812726,0.00003276474,0.00011739,0.00004243579,0.0002931631,0.000006977311,5.401735e-8,0.000004674094,0.01822993],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7550238,"threshold_uncertainty_score":0.3776392,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07313524760478762,"score_gpt":0.3112348070644126,"score_spread":0.238099559459625,"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."}}