{"id":"W4417201254","doi":"10.1158/1557-3265.earlyonsetca25-b037","title":"Abstract B037: Early-Onset Cancer: A Focus on Pregnancy-Associated Cases","year":2025,"lang":"en","type":"article","venue":"Clinical Cancer Research","topic":"Cancer Risks and Factors","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Pregnancy; Cancer; Incidence (geometry); Breast cancer; Thyroid cancer; Young adult; Ectopic pregnancy","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001486377,0.0002463188,0.0007401919,0.0003262177,0.0002824193,0.00007578637,0.0003356798,0.0003937701,0.001867625],"category_scores_gemma":[0.002585957,0.0002002583,0.0003581314,0.001089207,0.00053651,0.00007030074,0.0001695502,0.002147345,0.0001421075],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009217784,"about_ca_system_score_gemma":0.002432006,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03165771,"about_ca_topic_score_gemma":0.008921069,"domain_scores_codex":[0.9961675,0.0002900173,0.0008065524,0.0008094389,0.001009227,0.0009173087],"domain_scores_gemma":[0.9955351,0.002547439,0.0001315357,0.0007280305,0.0006069415,0.0004509685],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002678384,0.0009456659,0.6939893,0.0001835566,0.0003983312,0.0004001544,0.0001001648,0.000005198302,0.00007796757,0.0001541558,0.09313743,0.2079297],"study_design_scores_gemma":[0.003672265,0.001233924,0.9619316,0.003903968,0.0001002588,0.000002398315,0.00006902452,0.00002382675,0.0009495992,0.0007224337,0.02717707,0.0002136411],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9679856,0.008098481,0.000001755642,0.009825357,0.0009818717,0.001059644,0.000328112,0.0001133628,0.01160583],"genre_scores_gemma":[0.9778618,0.01132188,0.00000666778,0.0007503997,0.0004619591,0.000549015,0.00001845669,0.00004323251,0.00898657],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2679423,"threshold_uncertainty_score":0.9990448,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3092114205533619,"score_gpt":0.5821282712034643,"score_spread":0.2729168506501024,"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."}}