{"id":"W7098519264","doi":"","title":"PUB TYPE Reports Research/Technical (143)-- Viewpoints","year":2016,"lang":"en","type":"article","venue":"","topic":"Cell Image Analysis Techniques","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Viewpoints; Theme (computing); Immigration; Diversity (politics); Cultural diversity; Cultural pluralism","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.009561242,0.0008849844,0.0006228093,0.004499174,0.003908848,0.01141942,0.00185206,0.003138544,0.6129237],"category_scores_gemma":[0.02248423,0.0006305222,0.0008964668,0.006621293,0.001787104,0.004898367,0.002971701,0.003166158,0.4538044],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.009277449,"about_ca_system_score_gemma":0.01471182,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.04217373,"about_ca_topic_score_gemma":0.04261986,"domain_scores_codex":[0.9911394,0.001383668,0.0003639352,0.0006373443,0.005605173,0.000870506],"domain_scores_gemma":[0.9666668,0.00441449,0.001142655,0.005728578,0.01918941,0.002858083],"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":[0.00002966911,0.00004598903,0.0004601954,0.0003213388,0.000003046612,0.00009529421,0.0003424927,0.00002646858,0.0005844277,0.01445561,0.9414442,0.04219121],"study_design_scores_gemma":[0.000004298062,0.000009204989,0.0007079009,0.000161736,0.000002272978,0.00003849374,0.0004848134,0.00001446181,0.0001808197,0.0006891576,0.9977017,0.000005084569],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0006172053,0.001071519,0.0008260868,0.01694454,0.009139209,0.0004016573,0.005085078,0.0004172052,0.9654975],"genre_scores_gemma":[0.006271432,0.002600553,0.001031396,0.005618594,0.003149929,0.0002194932,0.002492829,0.0004800783,0.9781357],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.3870763,"threshold_uncertainty_score":0.5521173,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02989444644397238,"score_gpt":0.3662775123020822,"score_spread":0.3363830658581098,"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."}}