{"id":"W6930388014","doi":"10.5281/zenodo.12060799","title":"beginners lesson sda 2023 pdf","year":2024,"lang":"en","type":"other","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Aesthetic Perception and Analysis","field":"Neuroscience","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Quarter (Canadian coin); White (mutation); Work (physics); Order (exchange); Character (mathematics); Index (typography); Ninth","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0002829743,0.0002433349,0.0002319916,0.0006113863,0.000668588,0.0008576025,0.001096094,0.0001624802,0.441695],"category_scores_gemma":[0.0003777544,0.0002412255,0.0001346056,0.0006735561,0.0002788494,0.00007639539,0.000828392,0.0004481183,0.5875924],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001128919,"about_ca_system_score_gemma":0.00000379387,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002844283,"about_ca_topic_score_gemma":7.848608e-7,"domain_scores_codex":[0.9977674,0.0003182882,0.000217913,0.0007844471,0.0005286866,0.0003832654],"domain_scores_gemma":[0.9990292,0.000006291845,0.000123704,0.0005688079,0.00007714002,0.0001948728],"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":[0.000005823182,0.00004588493,3.960264e-8,0.00006718995,0.00001079621,0.00004205386,0.0001687384,0.000003580277,0.003881538,0.003607027,0.9683525,0.02381486],"study_design_scores_gemma":[0.0001505159,0.00005722545,0.000001794697,0.0001082633,0.00003677628,0.00008078903,0.0001141685,0.0001533381,0.0001294446,0.0001362449,0.9987745,0.0002569087],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00005093234,0.0001050437,0.0005426523,0.001204681,0.0002236236,0.0002318692,0.0003088245,0.001369378,0.995963],"genre_scores_gemma":[0.005724959,0.0004677553,0.00004368119,0.0004328511,0.0003100805,4.230551e-8,0.0005469174,0.006768308,0.9857054],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1458974,"threshold_uncertainty_score":0.983689,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05058435575857364,"score_gpt":0.2782282254334026,"score_spread":0.227643869674829,"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."}}