{"id":"W4253673406","doi":"10.1142/s0129054108006145","title":"PREFACE","year":2008,"lang":"en","type":"article","venue":"International Journal of Foundations of Computer Science","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Queen's University; University of Manitoba","funders":"","keywords":"Library science; Queen (butterfly); Download; Computer science; World Wide Web; Ecology","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":[],"consensus_categories":[],"category_scores_codex":[0.0008245741,0.00008235774,0.000147027,0.00088801,0.0001477808,0.00009236842,0.002056511,0.0000170972,0.00008537641],"category_scores_gemma":[0.000241697,0.00007369807,0.0001071166,0.0006727656,0.0009949361,0.00189177,0.0001911795,0.0001233663,0.0001283868],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001889667,"about_ca_system_score_gemma":0.0009175997,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001029805,"about_ca_topic_score_gemma":0.000001710069,"domain_scores_codex":[0.9973003,0.00003052503,0.0006056068,0.0001374737,0.001783189,0.0001428918],"domain_scores_gemma":[0.9946977,0.0001085306,0.000758799,0.0001968234,0.004133583,0.000104581],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.0006854935,0.004202425,0.11868,0.00002558051,0.001164926,0.0006657754,0.01413228,0.1591693,0.360382,0.1267758,0.03499121,0.1791252],"study_design_scores_gemma":[0.004899471,0.001243012,0.7070799,0.0004564897,0.00006549128,0.01559239,0.0001100894,0.0961137,0.1064841,0.01266443,0.05449601,0.0007949473],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7175664,0.00002929857,0.2780297,0.000630677,0.002298033,0.00004709512,0.000007566361,0.00001512594,0.001376085],"genre_scores_gemma":[0.9016875,0.00001484782,0.09786269,0.00006532597,0.0003143068,4.511782e-7,0.000001041309,0.000007031275,0.00004680127],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5883999,"threshold_uncertainty_score":0.3821544,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0378022316468655,"score_gpt":0.3347702542418501,"score_spread":0.2969680225949846,"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."}}