{"id":"W2785430420","doi":"10.5539/ijc.v10n1p17","title":"Graph Theory of Chemical Series and Broad Categorization of Clusters","year":2018,"lang":"en","type":"article","venue":"International Journal of Chemistry","topic":"History and advancements in chemistry","field":"Chemistry","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Categorization; Chemistry; Cluster (spacecraft); Graph theory; Graph; Series (stratigraphy); Simple (philosophy); Theoretical computer science; Artificial intelligence; Combinatorics; Computer science; Paleontology","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007417561,0.0004813211,0.0005571932,0.005144938,0.001275801,0.002463209,0.0008115708,0.001125473,0.004155962],"category_scores_gemma":[0.002480806,0.0002327478,0.000697331,0.003055936,0.003802194,0.004099534,0.001167481,0.00165268,0.0005755122],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00205638,"about_ca_system_score_gemma":0.0005482665,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001979256,"about_ca_topic_score_gemma":0.001330917,"domain_scores_codex":[0.9993936,0.0001873194,0.00002963434,0.0001620781,0.0001617128,0.00006564071],"domain_scores_gemma":[0.9987275,0.0006201942,0.0001372332,0.0001404006,0.0002401951,0.0001344751],"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":[0.000003298348,0.00000339702,0.00006804676,0.0000269432,0.000003927223,0.00001190279,0.00007127513,0.001642217,0.0001366834,0.9930041,0.0009513153,0.00407674],"study_design_scores_gemma":[0.000001960018,0.000003412719,0.00007891242,0.000008782784,0.000001971592,0.0000165955,0.00003339247,0.006468337,0.00004928625,0.9898441,0.003489102,0.000004059075],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.167151,0.01706549,0.6185945,0.01061518,0.001455331,0.0002050079,0.001620719,0.0007278963,0.1825648],"genre_scores_gemma":[0.8406219,0.008795914,0.1176898,0.001517077,0.001415802,0.0003084959,0.001291391,0.0001799507,0.02817978],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.005144938,"threshold_uncertainty_score":0.01492012,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007403478658222616,"score_gpt":0.2484473764712749,"score_spread":0.2410438978130522,"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."}}