{"id":"W4233329850","doi":"10.26434/chemrxiv.13322771","title":"Ten Essential Delocalization Learning Outcomes: How Well Are They Achieved?","year":2020,"lang":"en","type":"preprint","venue":"ChemRxiv","topic":"Various Chemistry Research Topics","field":"Chemistry","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa","funders":"Social Sciences and Humanities Research Council of Canada","keywords":"Delocalized electron; Mathematics education; Psychology; Resonance (particle physics); Epistemology; Class (philosophy); Chemistry; Cognitive psychology; Artificial intelligence; Computer science; Physics; Philosophy; Organic chemistry; Atomic physics","routes":{"ca_aff":true,"ca_fund":true,"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","research_integrity","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001966124,0.0006865953,0.0007929862,0.00005794856,0.0002198405,0.0004510837,0.001286418,0.001076879,0.001236199],"category_scores_gemma":[0.001255938,0.0006907669,0.0004455106,0.0001285178,0.0001244678,0.00009004127,0.001981031,0.003253229,0.0001829994],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003139021,"about_ca_system_score_gemma":0.0003154721,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005726023,"about_ca_topic_score_gemma":0.00001961066,"domain_scores_codex":[0.9967222,0.00006174428,0.0004487226,0.001230808,0.0008479598,0.0006885654],"domain_scores_gemma":[0.9975577,0.0001235165,0.0005491097,0.001122802,0.0002528636,0.0003939994],"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":[0.0002246966,0.0006879143,0.4299451,0.01856726,0.002363212,0.0008436859,0.002333178,0.008997122,0.5144624,0.000271533,0.01881185,0.00249213],"study_design_scores_gemma":[0.002194392,0.0000285618,0.002214342,0.001130456,0.0004504246,0.00003277541,0.00148932,0.03108968,0.8745064,0.003203064,0.08081663,0.002844014],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8450934,0.0006572179,0.01016498,0.02735752,0.0008846833,0.0007946492,0.00009567365,0.002839176,0.1121127],"genre_scores_gemma":[0.9759435,0.0001681557,0.0003699406,0.0001168855,0.00111224,0.00009859562,0.001113427,0.0001744769,0.02090279],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4277307,"threshold_uncertainty_score":0.9996768,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02945555979785335,"score_gpt":0.2816800049526444,"score_spread":0.252224445154791,"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."}}