{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003290777,0.0012256,0.0007463963,0.002202268,0.001576103,0.003197111,0.001869827,0.001957933,0.03377777],"category_scores_gemma":[0.02262868,0.0007331134,0.002620465,0.00208555,0.001469012,0.005526819,0.00412646,0.001673132,0.0075415],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00139326,"about_ca_system_score_gemma":0.00251551,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003628626,"about_ca_topic_score_gemma":0.004519059,"domain_scores_codex":[0.9962782,0.001171838,0.0003483954,0.0007335554,0.001152137,0.0003158963],"domain_scores_gemma":[0.992246,0.003713513,0.0005678568,0.001802178,0.001421869,0.0002485444],"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":[0.0003515403,0.0004774687,0.01526544,0.001100789,0.0002460456,0.0008218641,0.004027039,0.04674076,0.003085108,0.6516193,0.03507767,0.241187],"study_design_scores_gemma":[0.0001395116,0.0003946365,0.002681505,0.000415776,0.0001415959,0.001436627,0.002597866,0.2058831,0.003429492,0.6042164,0.178573,0.00009059157],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"other","genre_scores_codex":[0.0350413,0.0002474815,0.8543243,0.001675591,0.0001750322,0.0007284482,0.002320311,0.007740906,0.09774659],"genre_scores_gemma":[0.3946484,0.0002838591,0.5772958,0.0006320065,0.00005205856,0.001281194,0.004704849,0.002069704,0.01903201],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.03377777,"threshold_uncertainty_score":0,"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."}}