{"id":"W7004682697","doi":"","title":"Scaffold","year":2018,"lang":"en","type":"other","venue":"YorkSpace (York University)","topic":"Cell Image Analysis Techniques","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"York University","funders":"","keywords":"Scaffold; Viewpoints; Narrative; Process (computing); Multiculturalism","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00005366092,0.0002629655,0.0002298849,0.0003973337,0.00005408796,0.00002565642,0.0005391691,0.0005740771,0.00167637],"category_scores_gemma":[0.00001565089,0.0003063623,0.0001978877,0.0003292534,0.0001805597,0.000001826962,0.0002730942,0.00008851577,0.0004366822],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003160398,"about_ca_system_score_gemma":0.00007324912,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001987275,"about_ca_topic_score_gemma":0.001118933,"domain_scores_codex":[0.9989759,0.00005515519,0.0000693655,0.0005333974,0.0001218262,0.00024433],"domain_scores_gemma":[0.9988946,0.000003673625,0.0001605542,0.0008010646,0.00004295887,0.00009711832],"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":[0.00001349885,0.00002627021,0.0001251086,0.00001135949,0.0001719367,0.00002596077,0.00000612183,2.726536e-7,0.00513222,0.0001078101,0.9940442,0.0003352213],"study_design_scores_gemma":[0.0001706555,0.00007951645,0.000006639556,0.00005205238,0.0001178186,0.000003087022,0.00006588201,0.000001801587,0.009250947,0.000004317784,0.989912,0.0003353108],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0001284849,0.000517919,0.002917608,0.00004332987,0.00005514061,0.0001514067,0.000008488248,0.0002120345,0.9959656],"genre_scores_gemma":[0.000670712,0.0007716006,0.002847766,0.00008843763,0.0005530569,6.005251e-7,0.0001817332,0.0002506554,0.9946355],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.004132248,"threshold_uncertainty_score":0.9999388,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005544049985649079,"score_gpt":0.2035612347371365,"score_spread":0.1980171847514874,"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."}}