{"id":"W2157596558","doi":"10.3332/ecancer.2013.323","title":"ecancermedicalscience","year":2016,"lang":"en","type":"paratext","venue":"ecancermedicalscience","topic":"Oral and Maxillofacial Pathology","field":"Dentistry","cited_by":13,"is_retracted":false,"has_abstract":true,"ca_institutions":"Princess Margaret Cancer Centre; University Health Network","funders":"","keywords":"Medicine; Malignancy; Carboplatin; Hypercalcaemia; Metastasis; Lung; Lung cancer; Regimen; Disease; Cancer; Surgery; Pathology; Internal medicine; Chemotherapy","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":["metaepi_narrow","sts","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.001100284,0.0007022089,0.001078008,0.0003148702,0.0005312926,0.0001449272,0.003063112,0.001011845,0.1345834],"category_scores_gemma":[0.0009868172,0.0004794759,0.0003162568,0.001053198,0.005605786,0.0003989771,0.0008246063,0.001043845,0.1776388],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005006801,"about_ca_system_score_gemma":0.002384861,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001798693,"about_ca_topic_score_gemma":0.0001035219,"domain_scores_codex":[0.9927238,0.0001839433,0.0009700339,0.001997269,0.002322026,0.001802922],"domain_scores_gemma":[0.9967,0.0002431797,0.0006124988,0.001213384,0.0002236049,0.001007262],"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":[0.00002019635,0.00005442496,0.00007142376,0.0001080452,0.00001411825,0.0002378578,0.00004789259,0.000001792815,0.001892155,0.0006426143,0.8976384,0.09927102],"study_design_scores_gemma":[0.0005190169,0.0001199623,0.001070426,0.0005089819,0.00002434296,0.0001885989,0.00001568324,0.0000208842,0.00068076,0.0009893733,0.9951254,0.0007365975],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.002902361,0.00591652,0.009699503,0.00400761,0.09027069,0.0007969197,0.0014631,0.0003322536,0.8846111],"genre_scores_gemma":[0.02357773,0.004908093,0.0002914773,0.004504372,0.006272907,0.000259705,0.0000699532,0.00009432567,0.9600214],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.09853442,"threshold_uncertainty_score":0.9997657,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01841978308122772,"score_gpt":0.3223242508314204,"score_spread":0.3039044677501926,"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."}}