{"id":"W6948861420","doi":"10.5281/zenodo.10952328","title":"AI guidelines - UKSG version","year":2024,"lang":"it","type":"preprint","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Species Distribution and Climate Change","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Janeway Children's Health and Rehabilitation Centre","funders":"","keywords":"Context (archaeology); Set (abstract data type); Identification (biology); Feature (linguistics); Data collection","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.004398125,0.001357961,0.001329393,0.005714145,0.001177424,0.006498356,0.003157158,0.003851002,0.5331658],"category_scores_gemma":[0.01559201,0.001241998,0.001394015,0.005571288,0.0006525487,0.003531752,0.003003353,0.002744764,0.5315257],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002379925,"about_ca_system_score_gemma":0.004201651,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0177467,"about_ca_topic_score_gemma":0.01790977,"domain_scores_codex":[0.995564,0.0009240478,0.0006337145,0.0004159373,0.001973194,0.0004891269],"domain_scores_gemma":[0.9893168,0.001989472,0.0004862788,0.002738283,0.004923982,0.0005453081],"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":[0.0001219315,0.00005400062,0.0001831704,0.0004415192,0.00001143948,0.00004256754,0.000112431,0.0002254668,0.0005459927,0.007119065,0.9598575,0.03128488],"study_design_scores_gemma":[0.00003343857,0.00001433794,0.0006283848,0.0001754346,0.000007593748,0.0000490865,0.00005261333,0.0001380531,0.0004823393,0.003825537,0.9945769,0.00001621813],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.001420812,0.001570951,0.01981269,0.00490249,0.003628482,0.001240874,0.2918771,0.0157436,0.659803],"genre_scores_gemma":[0.007135483,0.001696935,0.02462773,0.002642184,0.0006715854,0.002673443,0.2971512,0.01160288,0.6517986],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.5331658,"threshold_uncertainty_score":0.6658823,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07750779255050387,"score_gpt":0.296149585452578,"score_spread":0.2186417929020741,"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."}}