{"id":"W4230828913","doi":"10.1515/iupac.83.0059","title":"Driving Force","year":2016,"lang":"en","type":"dataset","venue":"IUPAC Standards Online","topic":"Radical Photochemical Reactions","field":"Chemistry","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Concordia University","funders":"","keywords":"Glossary; Photocatalysis; Chemical nomenclature; Compendium; Terminology; Chemistry; Nanotechnology; Catalysis; Materials science; Organic chemistry; History; Philosophy; Archaeology","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":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001811006,0.0004976854,0.0006146631,0.00009455321,0.0001220136,0.00006490739,0.0007375869,0.000773461,0.03111808],"category_scores_gemma":[0.003149469,0.000392953,0.0003041111,0.0001289007,0.0002223262,0.00009086208,0.0002425662,0.001080058,0.00001092657],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00112784,"about_ca_system_score_gemma":0.0006731381,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008480594,"about_ca_topic_score_gemma":0.0001876097,"domain_scores_codex":[0.9969288,0.0000165268,0.0005476358,0.0006602819,0.001252256,0.0005945346],"domain_scores_gemma":[0.9973332,0.0003766941,0.0002851434,0.001286138,0.0002955051,0.0004233429],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00003695531,0.0001478971,0.000002673658,0.0001744318,0.0001006306,0.00004438377,0.000001786485,2.505065e-7,0.00785985,0.000005426329,0.9897879,0.001837774],"study_design_scores_gemma":[0.0005449608,0.00002031325,0.000001116123,0.0007811058,0.0001151542,0.00002315428,0.000007028781,0.000005155748,0.004254487,0.0005388674,0.99322,0.0004887121],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"dataset","genre_gemma":"dataset","genre_scores_codex":[0.0001977318,0.0001966216,0.00008908784,0.0004291636,0.000300434,0.000106285,0.9968098,0.0001731504,0.001697764],"genre_scores_gemma":[0.00006087606,0.0003725604,0.00003497948,0.0001543533,0.00169492,0.00003885342,0.9933225,0.00006991322,0.004251048],"genre_candidate":"dataset","genre_consensus":"dataset","teacher_disagreement_score":0.03110715,"threshold_uncertainty_score":0.9998522,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01061158237602999,"score_gpt":0.3816222117456388,"score_spread":0.3710106293696088,"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."}}