{"id":"W4379875763","doi":"10.1140/epjb/s10051-023-00528-9","title":"On the topology of the space of coordination geometries","year":2023,"lang":"en","type":"article","venue":"The European Physical Journal B","topic":"Chemical Thermodynamics and Molecular Structure","field":"Chemistry","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto","funders":"","keywords":"Axiom; Intuition; Space (punctuation); Topology (electrical circuits); Theoretical physics; Basis (linear algebra); Statistical physics; Mathematics; Computer science; Physics; Geometry; Combinatorics; Epistemology","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":[0.0002522993,0.00007198334,0.000103787,0.00001559917,0.0001079652,0.00001224407,0.0005025329,0.00001595646,0.00003168816],"category_scores_gemma":[0.0002742913,0.00002939594,0.000158095,0.000258909,0.0002225984,0.000009796246,0.000156411,0.0003527883,0.00000990701],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001160133,"about_ca_system_score_gemma":0.000009924935,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000001804761,"about_ca_topic_score_gemma":1.564911e-7,"domain_scores_codex":[0.9993759,0.0001184774,0.0001252341,0.00006475644,0.0002091772,0.0001064869],"domain_scores_gemma":[0.9991443,0.0003304011,0.0001685771,0.0002834892,0.00005200569,0.00002120941],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00002070291,0.00002407417,0.00001101447,0.000009675254,0.00004701936,0.000003762408,0.0002889448,0.0001961165,0.9620231,0.03137071,0.002209675,0.003795238],"study_design_scores_gemma":[0.0003798558,0.00005151705,0.002264239,0.00008622232,0.00005968104,0.00003667198,0.0003412153,0.0006178312,0.7895727,0.2038513,0.00262349,0.0001153561],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9463004,0.00001540672,0.000018065,0.00335709,0.00008269046,0.00002299663,0.000008743478,0.000008478932,0.05018616],"genre_scores_gemma":[0.9990208,0.0000106273,0.000001652543,0.00005820006,0.0002847112,2.879183e-7,0.000001088339,0.00001448663,0.0006081464],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1724806,"threshold_uncertainty_score":0.1532709,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008374677814454508,"score_gpt":0.2286474820782788,"score_spread":0.2202728042638243,"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."}}