{"id":"W7073803808","doi":"","title":"Conference Report:YEuCat Better Together – Collaborative Catalysis in a Changing World","year":2022,"lang":"en","type":"article","venue":"Åbo Akademi University Research Portal","topic":"Geological Studies and Exploration","field":"Earth and Planetary Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Wildlife Habitat Canada (Canada)","funders":"","keywords":"Collaborative software; Context (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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.005375657,0.001253757,0.0006534047,0.0007532455,0.003088187,0.008462884,0.001563789,0.005924871,0.1644441],"category_scores_gemma":[0.004056872,0.0003346654,0.0008340981,0.001339752,0.0009243182,0.006320339,0.00511032,0.005614294,0.04674635],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001651767,"about_ca_system_score_gemma":0.007071352,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00208764,"about_ca_topic_score_gemma":0.004572464,"domain_scores_codex":[0.9978322,0.0003630245,0.0000618811,0.0002768171,0.0007807378,0.0006852204],"domain_scores_gemma":[0.9949437,0.0005507634,0.0001677508,0.0002371146,0.001072778,0.003027921],"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":[0.0001021268,0.00005344331,0.000109656,0.0001416896,0.00000876808,0.00007772116,0.00008679075,0.00007320715,0.0005483616,0.0020948,0.9860556,0.01064793],"study_design_scores_gemma":[0.00003684245,0.00006422864,0.000545945,0.00006676358,0.000007831368,0.00006423496,0.0004274413,0.0001341221,0.0007769977,0.001208562,0.996655,0.00001197853],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.01298225,0.03813048,0.005649595,0.2880774,0.3055245,0.0009132391,0.006417866,0.001541536,0.3407633],"genre_scores_gemma":[0.03991003,0.01275688,0.002824925,0.0132976,0.02532636,0.0005903446,0.006570021,0.001176542,0.8975472],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1644441,"threshold_uncertainty_score":0.5501204,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06313958693799646,"score_gpt":0.2774589628099469,"score_spread":0.2143193758719505,"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."}}