{"id":"W7006193667","doi":"","title":"Talkin Tech, Dabblin in Data","year":2020,"lang":"en","type":"other","venue":"Bulletin of Miscellaneous Information (Royal Gardens Kew)","topic":"Cell Image Analysis Techniques","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Indigenous; Social media; Drama; Common core; Portrait; Front (military)","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":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0002021018,0.0002759541,0.000358115,0.0000856484,0.00001638257,0.00003142589,0.0008312563,0.0004513513,0.08004488],"category_scores_gemma":[0.0002037807,0.0002904811,0.0001029837,0.0000128515,0.00009286936,2.409019e-8,0.0005314051,0.0002103699,0.001795546],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001417143,"about_ca_system_score_gemma":0.00003747969,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002921309,"about_ca_topic_score_gemma":0.004980459,"domain_scores_codex":[0.9986121,0.00005851842,0.0005280165,0.0003620929,0.0002338531,0.0002054414],"domain_scores_gemma":[0.9984431,0.00001358662,0.0003841449,0.001035656,0.0000511379,0.00007241889],"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":[0.00003917293,0.00003389981,0.000004387999,0.0001747158,0.00005869482,0.00001835965,0.00001031911,0.00001214135,0.00009418521,0.000001626011,0.9979383,0.001614174],"study_design_scores_gemma":[0.0002792166,0.00007812514,0.000002439748,0.00009476909,0.00004107143,0.00001871294,0.00002394697,0.00002723895,0.0008830501,0.000002236314,0.9982626,0.0002865664],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00001835134,0.000604271,0.000004459866,0.000123078,0.00002955579,0.0003089289,0.0001542221,0.00007653403,0.9986806],"genre_scores_gemma":[0.0007056653,0.0008953351,0.002689422,0.0003803225,0.0001759224,0.00001201117,0.003357228,0.0001200827,0.991664],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.07824934,"threshold_uncertainty_score":0.9999548,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007384519451448346,"score_gpt":0.2136707305991432,"score_spread":0.2062862111476949,"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."}}