{"id":"W4405713400","doi":"10.29173/hsi482","title":"Image assemblage","year":2022,"lang":"en","type":"article","venue":"Health Science Inquiry","topic":"Medical Image Segmentation Techniques","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Assemblage (archaeology); Geology; Computer science; Paleontology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.003584347,0.0000907382,0.0001285108,0.0003273723,0.001335264,0.0002142995,0.002436567,0.00001171279,0.0002427159],"category_scores_gemma":[0.0001003518,0.00009072382,0.00003070434,0.002127002,0.0005994553,0.001368811,0.001399504,0.0002729823,0.00007073239],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004046296,"about_ca_system_score_gemma":0.001320694,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004998213,"about_ca_topic_score_gemma":7.511859e-7,"domain_scores_codex":[0.9969761,0.0001061702,0.0003215644,0.0005546144,0.001458725,0.0005828125],"domain_scores_gemma":[0.9986396,0.00004581721,0.0001644112,0.0006974194,0.00008027707,0.0003724865],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.000005843565,0.0003993849,0.0005799815,0.00008568748,0.000003263891,0.0001183837,0.01505698,0.00002419645,0.05866166,0.03896527,0.2011007,0.6849987],"study_design_scores_gemma":[0.004244798,0.008308478,0.0877621,0.000217862,0.00001167204,0.002057397,0.01940917,0.3528109,0.325612,0.05751874,0.137303,0.004743921],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.004549661,0.00007830239,0.984597,0.007098167,0.001339692,0.0002917229,0.000001394481,0.0005766379,0.00146738],"genre_scores_gemma":[0.237847,0.00002611626,0.7346684,0.02692461,0.0001164252,0.0001846852,0.000002926638,0.00001067363,0.0002190885],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.6802548,"threshold_uncertainty_score":0.9999648,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06903694147594527,"score_gpt":0.4060456420139066,"score_spread":0.3370087005379614,"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."}}