{"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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0002075979,0.0001365264,0.0002002845,0.000009459595,0.0003241327,0.00003158958,0.0001445261,0.00009836596,0.0006243817],"category_scores_gemma":[0.00007331295,0.00004434933,0.0001308345,0.0007188822,0.00008008236,0.00005717509,0.00007413154,0.0001252974,0.001342017],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001366053,"about_ca_system_score_gemma":0.000002240465,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003999702,"about_ca_topic_score_gemma":0.0002580308,"domain_scores_codex":[0.9988726,0.00005333704,0.0001940885,0.0002790447,0.0001973195,0.0004036029],"domain_scores_gemma":[0.999571,0.0001744978,0.00003205789,0.0000453808,0.0000554479,0.0001216795],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.00002740127,0.0002233018,0.02319117,0.00002386478,0.00002039268,0.00004086967,0.0001390279,0.000004896872,0.2430609,0.002793378,0.7073571,0.02311768],"study_design_scores_gemma":[0.0001365735,0.0001565202,0.7079192,0.000005755389,0.000003651862,0.000003525229,0.00006124562,0.00004094282,0.00001583089,0.003743484,0.2877859,0.0001273486],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9704111,0.0001707494,0.00000126164,0.02040608,0.0001792347,0.0001474757,0.00004583969,0.0004168689,0.008221357],"genre_scores_gemma":[0.9897471,0.0008459579,0.000101785,0.002037577,0.0008919105,0.0000406481,0.0002432411,0.000001096267,0.006090679],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6847281,"threshold_uncertainty_score":0.9994355,"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."}}