{"id":"W4256592175","doi":"10.1142/s0219649213020024","title":"Preface","year":2013,"lang":"en","type":"article","venue":"Journal of Information & Knowledge Management","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Computer science","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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0007741579,0.0001407008,0.0001868893,0.0007170172,0.00007449837,0.0002376082,0.0003895561,0.00003748991,0.001018406],"category_scores_gemma":[0.00005463263,0.0001121869,0.0001241051,0.000418581,0.00002757296,0.004748948,0.0001408158,0.0001706517,0.04909949],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002621562,"about_ca_system_score_gemma":0.00003311086,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000001989664,"about_ca_topic_score_gemma":9.704171e-7,"domain_scores_codex":[0.9982226,0.00004859287,0.00100752,0.00004576267,0.0004517305,0.0002237322],"domain_scores_gemma":[0.9978765,0.00002429757,0.0008845031,0.0002100756,0.0008650545,0.0001396016],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00004346858,0.0001876,0.0002971922,0.0001981786,0.0002749352,0.000003477889,0.003391466,0.0007327664,0.00009319546,0.01582281,0.7846364,0.1943185],"study_design_scores_gemma":[0.001562049,0.0001339855,0.01825243,0.0001292541,0.00007259299,0.00004186272,0.003361999,0.002396822,0.0003297492,0.0009281666,0.9725956,0.0001954771],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.02797308,0.0002271348,0.01091266,0.0003956918,0.0009761044,0.0006943285,0.000003223292,0.00007987367,0.9587379],"genre_scores_gemma":[0.9854128,0.00007141145,0.009297364,0.0002828988,0.0002125052,0.00003035494,0.000007232069,0.00002461525,0.004660791],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9574397,"threshold_uncertainty_score":0.9998948,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008006890221097906,"score_gpt":0.2363074470922097,"score_spread":0.2283005568711118,"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."}}