{"id":"W4360855681","doi":"10.1180/mgm.2023.9","title":"GRAHAM CHINNER","year":2023,"lang":"en","type":"article","venue":"Mineralogical Magazine","topic":"Nutrition, Health, and Society Studies","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Trinity College","funders":"","keywords":"Helpfulness; Spell; Metamorphism; Geology; Psychology; Geochemistry; Sociology; Anthropology","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":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0008411919,0.0005588583,0.0004702509,0.001149655,0.001691154,0.0027513,0.0008011368,0.001502866,0.3168446],"category_scores_gemma":[0.003083658,0.0003144644,0.0002481279,0.0005675363,0.0006824014,0.002205816,0.001492661,0.002148428,0.2002574],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009639844,"about_ca_system_score_gemma":0.001514638,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003972932,"about_ca_topic_score_gemma":0.01088131,"domain_scores_codex":[0.9993851,0.00008073623,0.00002060676,0.0001449769,0.0003036316,0.00006484165],"domain_scores_gemma":[0.9987179,0.0002370359,0.00003941021,0.00008035751,0.0005509261,0.0003744461],"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":[0.00001230687,0.000009837403,0.00006920689,0.0000478779,0.000001309724,0.00003564379,0.00004599286,0.00001776794,0.0001404053,0.005486777,0.9438565,0.05027635],"study_design_scores_gemma":[0.000001730907,0.000003639102,0.0001041886,0.00004692225,8.840455e-7,0.00006444628,0.00005546357,0.00001459049,0.00008031016,0.0008697436,0.998755,0.000003136402],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0009333696,0.05080781,0.003693861,0.1103485,0.02778319,0.00007586425,0.000754813,0.001340449,0.8042622],"genre_scores_gemma":[0.004046318,0.01574386,0.0009991284,0.008655163,0.001211211,0.00002276039,0.0002060095,0.0002605618,0.9688551],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.6831554,"threshold_uncertainty_score":0.9744383,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02940889547300704,"score_gpt":0.2416128613511799,"score_spread":0.2122039658781729,"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."}}