{"id":"W4226466089","doi":"10.5281/zenodo.6413003","title":"Report from the First Workshop on Cyber Ethics in Platial Research","year":2022,"lang":"en","type":"paratext","venue":"University of Twente Research Information","topic":"Aesthetic Perception and Analysis","field":"Neuroscience","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"National Science Foundation","keywords":"Computer science; Engineering ethics; Engineering","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":["sts","research_integrity","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.005633198,0.000135654,0.0002377856,0.00121649,0.001561722,0.0001183185,0.001292718,0.000336174,0.01361541],"category_scores_gemma":[0.003102092,0.0001244096,0.0001438219,0.001796071,0.0007552802,0.0005428049,0.0009246435,0.005174645,0.004887684],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007090917,"about_ca_system_score_gemma":0.0006649227,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005908574,"about_ca_topic_score_gemma":0.001153791,"domain_scores_codex":[0.9936351,0.001701846,0.0003763922,0.0003309382,0.003500118,0.0004555913],"domain_scores_gemma":[0.9965547,0.001940942,0.0002616956,0.000722266,0.0004281647,0.0000922364],"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":[0.0004685864,0.0001320683,0.0000904385,0.00005859163,0.00001028942,0.000109893,0.0177245,0.003692792,0.00006147486,0.0004879413,0.9699538,0.007209636],"study_design_scores_gemma":[0.0003681227,0.00005330467,0.0004301986,0.0001896584,0.000004911784,0.000004525186,0.009740767,0.00171,0.00004071073,0.00006053971,0.9872869,0.0001103222],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.07630797,0.00008440335,0.0007463403,0.0496089,0.001123972,0.001917934,0.001066374,0.00005406376,0.86909],"genre_scores_gemma":[0.5929011,0.01486127,0.0001110402,0.001845745,0.0003901322,0.00001653764,0.003330762,0.00005172894,0.3864917],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.5165932,"threshold_uncertainty_score":0.9997381,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2355761924964378,"score_gpt":0.4116581696013307,"score_spread":0.176081977104893,"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."}}