{"id":"W4250403007","doi":"10.1007/978-3-030-27289-0_3","title":"Basic Topology","year":2019,"lang":"en","type":"book-chapter","venue":"Springer texts in business and economics","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Lakehead University","funders":"","keywords":"Topology (electrical circuits); Computer science; Mathematics; Combinatorics","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":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.000238467,0.0005173493,0.0008698697,0.000526603,0.00004888803,0.00008614368,0.0002898791,0.0006297797,0.001245964],"category_scores_gemma":[0.00001744115,0.0005904296,0.00008204977,0.00003418744,0.0002422838,0.0001998008,0.0003654642,0.0004070817,0.005479002],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002921314,"about_ca_system_score_gemma":0.0001878803,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001103826,"about_ca_topic_score_gemma":0.001280462,"domain_scores_codex":[0.9981721,0.000007688773,0.0005476387,0.000800001,0.00004899572,0.0004235947],"domain_scores_gemma":[0.998771,0.00006239432,0.0003382158,0.000683657,0.00006468048,0.00008003194],"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":[0.0001063646,0.0000345585,0.00680969,0.0002922785,0.0001155259,0.00003707157,0.0000856925,0.0005904178,0.00001722584,0.966386,0.0008136995,0.02471153],"study_design_scores_gemma":[0.0009403736,0.00002021069,0.03725225,0.0002374786,0.00005449372,0.00004275455,0.000006931468,0.0001872148,0.000007817757,0.03776932,0.922428,0.001053124],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.09788883,0.00162637,0.000006607394,0.0003024203,0.001940161,0.0004697917,0.0001510172,0.00008495832,0.8975298],"genre_scores_gemma":[0.1312846,0.01072483,0.0005731659,0.0006757021,0.00139433,0.00002910186,0.0001748159,0.001037959,0.8541055],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.9286166,"threshold_uncertainty_score":0.999667,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01868779706520744,"score_gpt":0.2135459736957749,"score_spread":0.1948581766305675,"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."}}