{"id":"W4362571648","doi":"10.21468/scipost.report.6281","title":"Report on scipost_202206_00031v2","year":2022,"lang":"en","type":"peer-review","venue":"","topic":"Topological Materials and Phenomena","field":"Physics and Astronomy","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Computer science","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0009301667,0.0005639801,0.0004962584,0.001274014,0.001525883,0.005006858,0.00100919,0.002232619,0.9196826],"category_scores_gemma":[0.004296094,0.0002184611,0.0003595464,0.001158806,0.0005442379,0.001969599,0.002534575,0.001858025,0.8789077],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001045839,"about_ca_system_score_gemma":0.001887894,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001495663,"about_ca_topic_score_gemma":0.003741686,"domain_scores_codex":[0.9992424,0.00006864084,0.00002455408,0.0001195045,0.0004343073,0.0001105918],"domain_scores_gemma":[0.9975092,0.0001807867,0.00007335025,0.0003419208,0.0009022066,0.000992531],"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":[0.00002898779,0.00003118219,0.0000883398,0.00006821847,0.000002572398,0.00005829801,0.00001339391,0.00003744911,0.0002307713,0.002485074,0.9484423,0.04851353],"study_design_scores_gemma":[0.000004099287,0.000007147396,0.0001818446,0.00002840297,6.622714e-7,0.0000135975,0.00001615789,0.00003748988,0.0001285015,0.0003345706,0.9992452,0.000002268694],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0005297345,0.0004071542,0.0005682645,0.00642996,0.008332734,0.0001811791,0.007975666,0.001505176,0.9740701],"genre_scores_gemma":[0.001044621,0.0001319796,0.0001362269,0.0004063174,0.0004801741,0.00003204039,0.001367697,0.0002505869,0.9961503],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.9196826,"threshold_uncertainty_score":0.1145629,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0319542786119817,"score_gpt":0.3121970448360548,"score_spread":0.2802427662240731,"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."}}