{"id":"W6929824336","doi":"10.48660/21010004","title":"General constraints on metals","year":2021,"lang":"en","type":"other","venue":"PIRSA","topic":"Estrogen and related hormone effects","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Perimeter Institute","funders":"","keywords":"Term (time); Work (physics); Constraint (computer-aided design); Set (abstract data type); Relation (database)","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00004912203,0.0002127054,0.0002065961,0.00004700736,0.00002042505,0.00001371371,0.0001158914,0.0005372439,0.002391787],"category_scores_gemma":[0.0000231414,0.000183929,0.000153705,0.0000397447,0.00008847466,1.881581e-7,0.00005512806,0.0001531089,0.0001650627],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000006430499,"about_ca_system_score_gemma":0.00006468104,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001277215,"about_ca_topic_score_gemma":0.000006210369,"domain_scores_codex":[0.9991974,0.00005891451,0.00009707912,0.0003534507,0.0001008298,0.0001923184],"domain_scores_gemma":[0.9994995,0.000004386959,0.00006881145,0.0003372409,0.000013681,0.00007639344],"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":[0.00001542015,0.00007558766,0.00002102753,0.00004221948,0.0005646961,0.00009163137,0.000004758134,0.000004977092,0.1573819,0.0003569917,0.8348294,0.006611364],"study_design_scores_gemma":[0.0003275292,0.0001421836,0.00001839352,0.00008339384,0.00004936734,0.00003115277,0.000003416122,0.000002744429,0.06895798,0.000006062871,0.9301221,0.0002557214],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.003467417,0.01181907,0.00005724072,0.0000436273,0.0005120769,0.0001645207,0.00004533513,0.00003104398,0.9838597],"genre_scores_gemma":[0.01381595,0.001461888,0.0005396458,0.0005066961,0.001224332,0.00002038219,0.0009907725,0.0003107074,0.9811296],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.09529261,"threshold_uncertainty_score":0.9985201,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009348158739627693,"score_gpt":0.2534286362740217,"score_spread":0.244080477534394,"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."}}