{"id":"W4402800313","doi":"10.26434/chemrxiv-2024-nz3kn","title":"The language of organic chemistry: is fluency the key to success?","year":2024,"lang":"en","type":"preprint","venue":"ChemRxiv","topic":"linguistics and terminology studies","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa","funders":"Social Sciences and Humanities Research Council","keywords":"Fluency; Key (lock); Chemistry; Psychology; Computer science; Linguistics; Mathematics education; Philosophy; Computer security","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":[0.002688213,0.0002782219,0.0004543032,0.0009609446,0.0009440176,0.004103458,0.000496026,0.0006640969,0.003647475],"category_scores_gemma":[0.02410174,0.0001753044,0.0002133757,0.0006412892,0.003118533,0.002530904,0.001766219,0.0008782734,0.0008431728],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006669495,"about_ca_system_score_gemma":0.001103229,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001817804,"about_ca_topic_score_gemma":0.001750989,"domain_scores_codex":[0.9981073,0.0004655081,0.0001105316,0.0001897768,0.0008433203,0.0002834387],"domain_scores_gemma":[0.9809793,0.009361479,0.003830952,0.0009252533,0.002350523,0.002552578],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0009421497,0.001411081,0.5434438,0.0005417942,0.0002030926,0.001060253,0.06165174,0.0007575131,0.01440519,0.01371214,0.004917297,0.3569541],"study_design_scores_gemma":[0.00006485694,0.001108531,0.8859814,0.0003075039,0.00008815321,0.001113246,0.02878204,0.001568771,0.005206409,0.05808505,0.01753773,0.0001562375],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9869926,0.0005680813,0.001718,0.001535048,0.00004236646,0.00001608491,0.00005070407,0.00002835093,0.009048906],"genre_scores_gemma":[0.9979468,0.0002922933,0.0006062136,0.0001787123,0.00003968634,0.00001487962,0.00003999531,0.0000172171,0.0008642168],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004103458,"threshold_uncertainty_score":0.01421678,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02495777179522312,"score_gpt":0.2547911748345679,"score_spread":0.2298334030393447,"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."}}