{"id":"W3208837531","doi":"10.5281/zenodo.1445736","title":"mikeyEcology/MLWIC: MLWIC","year":2018,"lang":"en","type":"article","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Cell Image Analysis Techniques","field":"Biochemistry, Genetics and Molecular Biology","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Saskatchewan","funders":"","keywords":"Computer science","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":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0004158035,0.0001165889,0.0001050655,0.0001224032,0.0009899036,0.0002215021,0.0007311677,0.0000970484,0.007000491],"category_scores_gemma":[0.0004019556,0.0001239906,0.00006601,0.0002623412,0.0003024926,0.0000114736,0.001013949,0.0001157049,0.004976022],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003584353,"about_ca_system_score_gemma":0.000003685779,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000008293521,"about_ca_topic_score_gemma":0.000001598054,"domain_scores_codex":[0.9987833,0.000183923,0.0001727724,0.0004175873,0.0001517638,0.0002905853],"domain_scores_gemma":[0.9987056,0.00000398748,0.00007125489,0.0005799576,0.000534801,0.0001044013],"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":[0.00004265193,0.00008087075,0.00001268381,0.000009454249,0.00005484787,0.000005103642,0.0001012858,0.000001168796,0.4280223,0.0002236558,0.5249337,0.04651228],"study_design_scores_gemma":[0.0001925206,0.0004243921,0.0002808157,0.000004195876,0.00001495388,0.00005321057,0.00004404776,0.0000668303,0.1161987,0.00008073529,0.8825079,0.0001316462],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.3460638,0.0002948205,0.03321187,0.0009442688,0.0001142124,0.0006967471,0.00006413813,0.001150157,0.61746],"genre_scores_gemma":[0.9926432,0.0001085938,0.0007320245,0.0004653255,0.0004185411,5.048366e-8,0.001360528,0.00075751,0.003514169],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.6465794,"threshold_uncertainty_score":0.9957987,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0163538032872093,"score_gpt":0.2599754100427925,"score_spread":0.2436216067555831,"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."}}