{"id":"W4229621779","doi":"10.7551/mitpress/2022.003.0013","title":"Problems","year":2000,"lang":"en","type":"book-chapter","venue":"Computational Molecular Biology","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Computer science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0001042865,0.0004695805,0.0004677143,0.0003468111,0.00006921058,0.0000223452,0.0003494786,0.0006087941,0.003050156],"category_scores_gemma":[0.0000159142,0.0005008669,0.0002561948,0.00004395531,0.0003566797,0.00002135309,0.0001047831,0.0004108697,0.02242044],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001127169,"about_ca_system_score_gemma":0.0002096686,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000004651884,"about_ca_topic_score_gemma":0.000002145402,"domain_scores_codex":[0.9982011,0.00006223112,0.0004522268,0.0007230776,0.0002420498,0.0003193027],"domain_scores_gemma":[0.9990236,0.00009193482,0.0002479165,0.0003236749,0.0001986128,0.0001142721],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00001998237,0.00001852809,0.000003471723,0.00001334128,0.0002196195,0.00007058712,0.000011036,0.01860329,0.000704964,0.973759,0.00212453,0.004451628],"study_design_scores_gemma":[0.0002600126,0.0000889915,0.00001289663,0.00004215337,0.00004184045,0.00007954241,1.285377e-7,0.000487443,0.000007333175,0.7439291,0.2546733,0.0003772154],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00006415341,0.002071122,0.04112332,0.0001686159,0.0001948308,0.0005157322,0.0005337604,0.000268887,0.9550596],"genre_scores_gemma":[0.2116023,0.0001325301,0.046268,0.0065899,0.001452485,0.0002437503,0.05377039,0.002254351,0.6776863],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.2773733,"threshold_uncertainty_score":0.9997443,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01714433553333848,"score_gpt":0.2671787649691041,"score_spread":0.2500344294357656,"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."}}