{"id":"W4214898946","doi":"10.2172/944507","title":"EMSL Quarterly Highlights Report: 4th Quarter, FY08","year":2008,"lang":"en","type":"report","venue":"","topic":"Mathematics, Computing, and Information Processing","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Quarter (Canadian coin); Geography; Archaeology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.001154795,0.0006200367,0.0009145313,0.0005164201,0.0004584631,0.0008295633,0.001779857,0.0004488613,0.0001447086],"category_scores_gemma":[0.0001524572,0.0005092159,0.0003491078,0.0004745223,0.00007786555,0.001555561,0.0002067035,0.0004911717,0.0005144022],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002259255,"about_ca_system_score_gemma":0.002536672,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001656212,"about_ca_topic_score_gemma":0.00001538945,"domain_scores_codex":[0.994018,0.00005369072,0.00225789,0.0008691117,0.002152489,0.0006488645],"domain_scores_gemma":[0.9939759,0.0001597156,0.002284542,0.002060612,0.001263047,0.0002562211],"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":[0.000001147757,0.0001402405,0.00001437161,0.0008550663,0.00009964959,0.0007436676,0.00579621,0.000008584619,0.000002783614,0.02024193,0.9396147,0.03248172],"study_design_scores_gemma":[0.0002971645,0.0002031919,0.0000842502,0.0004622715,0.00002842315,0.01069517,0.0001483641,0.02321232,0.0001279977,0.005194305,0.9583346,0.001211919],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.00009947563,0.0003561156,0.5436292,0.0004574976,0.003204198,0.0002285757,0.000002274432,0.0008399697,0.4511827],"genre_scores_gemma":[0.03429593,0.002373087,0.4797168,0.002552196,0.006757129,0.0001739119,0.0005488278,0.0002988389,0.4732833],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.06391241,"threshold_uncertainty_score":0.999736,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03039818003732878,"score_gpt":0.2752834185751836,"score_spread":0.2448852385378548,"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."}}