{"id":"W7039814314","doi":"","title":"Morphological classification of soft-shell clam, Mya arenaria, hemocytes: Phenotypic description of hemic neoplasia","year":2008,"lang":"en","type":"article","venue":"IslandScholar (University of Prince Edward Island)","topic":"Collembola Taxonomy and Ecology Studies","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Hemocyte; Hemolymph; Neoplastic disease; Cytoplasm; Neoplastic cell; Phenotype; Morphology (biology); Cytology; Cell type","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":[],"consensus_categories":[],"category_scores_codex":[0.0002483412,0.0001508302,0.0004259339,0.00004696549,0.0003207226,0.000005592193,0.0003756294,0.0002084731,0.0004396109],"category_scores_gemma":[0.00007998767,0.00008963876,0.0001728495,0.0003386407,0.0003545751,0.0002819765,0.0001547146,0.000211103,0.0000223817],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003999629,"about_ca_system_score_gemma":0.00003181772,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000250124,"about_ca_topic_score_gemma":0.002088052,"domain_scores_codex":[0.9988849,0.0001049349,0.0002657227,0.0003205153,0.0002009608,0.0002230065],"domain_scores_gemma":[0.9990917,0.0001712308,0.0003646699,0.0001225263,0.0001914122,0.00005842201],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0005796275,0.0003845266,0.8654165,0.00004718798,0.00009919867,0.0000254289,0.001294502,0.00002641335,0.1228368,0.000137964,0.002024932,0.007126953],"study_design_scores_gemma":[0.0006885867,0.0004230623,0.9883533,0.00003470293,0.00005095914,0.00002786061,0.00301228,0.0001834069,0.001094346,0.0002498207,0.00570404,0.0001776026],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9963686,0.0001781613,0.0004357616,0.0002759741,0.00009938896,0.0001998434,0.00007505905,0.00003101091,0.002336144],"genre_scores_gemma":[0.9984029,0.0002752865,0.00051323,0.00001566492,0.00005051614,0.000001008541,0.00004945656,0.000001012414,0.0006909228],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1229368,"threshold_uncertainty_score":0.4813431,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02827223719395478,"score_gpt":0.1871984005872737,"score_spread":0.158926163393319,"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."}}