{"id":"W2237985221","doi":"10.3332/ecancer.2014.410","title":"ecancermedicalscience","year":2016,"lang":"en","type":"article","venue":"ecancermedicalscience","topic":"","field":"","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Immunostaining; Pathology; Metastasis; Immunohistochemistry; Staining; Immunocytochemistry; Cell; Biology; Medicine; Cancer; Internal medicine","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":["sts","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.002234946,0.0002943124,0.0003323077,0.0002333708,0.0004023247,0.00006246188,0.002039886,0.0001201088,0.0099712],"category_scores_gemma":[0.003346766,0.0001647077,0.0001066743,0.002049529,0.006358158,0.0009271328,0.0003214281,0.0001923095,0.01228655],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006101936,"about_ca_system_score_gemma":0.001227421,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004999948,"about_ca_topic_score_gemma":0.0000549631,"domain_scores_codex":[0.9942046,0.0001212339,0.000545737,0.001173395,0.002513666,0.00144137],"domain_scores_gemma":[0.9970828,0.0005184344,0.0002153317,0.000912854,0.0001711156,0.001099474],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00005121289,0.0001646807,0.01483702,0.00001527161,0.00001204543,0.00007315663,0.0003056363,0.000005341214,0.2640858,0.02176088,0.1176167,0.5810723],"study_design_scores_gemma":[0.002774925,0.0003150588,0.09104676,0.0007089376,0.00002306112,0.0001709425,0.00009770095,0.0008868719,0.0332857,0.0192717,0.8501267,0.001291582],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5844319,0.001583663,0.133563,0.05456683,0.00989221,0.001484363,0.0002950036,0.003840481,0.2103425],"genre_scores_gemma":[0.9925711,0.0001977584,0.001147109,0.001822436,0.0005729041,0.0001125774,6.346386e-7,0.00004253795,0.003532966],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7325101,"threshold_uncertainty_score":0.9963459,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01176171554943478,"score_gpt":0.2772844214337923,"score_spread":0.2655227058843576,"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."}}