{"id":"W7074638057","doi":"","title":"Active media technology 6th international conference, AMT 2010, Toronto, Canada, August 28 - 30, 2010 ; proceedings","year":2010,"lang":"en","type":"article","venue":"","topic":"Cell Image Analysis Techniques","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Work (physics); Disruptive technology; Information technology","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":[],"consensus_categories":[],"category_scores_codex":[0.002044868,0.001621772,0.0008777208,0.001691657,0.001570728,0.00457231,0.00142391,0.001197925,0.08472712],"category_scores_gemma":[0.0009399487,0.0004111308,0.0006170616,0.001250978,0.0008232904,0.001812488,0.001430604,0.001635826,0.0343717],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002659453,"about_ca_system_score_gemma":0.003916786,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.04464869,"about_ca_topic_score_gemma":0.1161014,"domain_scores_codex":[0.9993284,0.00005138942,0.00001749701,0.00008405177,0.0004031181,0.0001156046],"domain_scores_gemma":[0.9986305,0.00009738518,0.00002138567,0.00006550246,0.0008843743,0.0003007684],"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":[0.0004050045,0.0001823844,0.0005959606,0.0003483944,0.00003155703,0.0001656167,0.0001956598,0.0004639606,0.01960487,0.004705964,0.7396652,0.2336355],"study_design_scores_gemma":[0.00003864289,0.0001524834,0.002337175,0.0001408561,0.00005458457,0.0002875323,0.0003385872,0.003696216,0.01405131,0.001300249,0.9775652,0.00003717537],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.03595519,0.0707149,0.1977241,0.02131112,0.06962056,0.001240468,0.007721866,0.01212174,0.5835901],"genre_scores_gemma":[0.01904501,0.01114926,0.02001795,0.000488591,0.001315392,0.0001331268,0.002741088,0.00070609,0.9444035],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.08472712,"threshold_uncertainty_score":0.2834405,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005546080774684738,"score_gpt":0.2376883521168592,"score_spread":0.2321422713421745,"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."}}