{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.02040921,0.001095401,0.0008875605,0.001734238,0.0007462871,0.00467028,0.00140577,0.00118662,0.003828916],"category_scores_gemma":[0.09606682,0.0002806607,0.001009711,0.00096239,0.001593226,0.00482863,0.004375482,0.002429125,0.001337524],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002682891,"about_ca_system_score_gemma":0.002923444,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00120148,"about_ca_topic_score_gemma":0.001468174,"domain_scores_codex":[0.987136,0.004461758,0.001075095,0.001483364,0.004440489,0.001403249],"domain_scores_gemma":[0.9185757,0.03795405,0.01583057,0.005114106,0.01232074,0.01020482],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.002302009,0.002866512,0.2296511,0.0008812934,0.0002644423,0.0001911439,0.005322501,0.006508817,0.004074357,0.01324234,0.005563151,0.7291324],"study_design_scores_gemma":[0.0007564311,0.01509034,0.6755037,0.00155118,0.0006797198,0.000525058,0.01351141,0.07921559,0.05187184,0.1274852,0.03321826,0.0005912924],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9483997,0.0007264905,0.02696605,0.002524227,0.000140081,0.000335407,0.0006065912,0.0009299809,0.01937152],"genre_scores_gemma":[0.9865792,0.0002319913,0.01016713,0.0001194674,0.00002438408,0.000310736,0.0004991973,0.0000956435,0.00197217],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02040921,"threshold_uncertainty_score":0.1079355,"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."}}