{"id":"W7004871135","doi":"","title":"Optimizing our Education | BKBH Podcast - Episode 20","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":"Happiness; Perspective (graphical); Power (physics); Purchasing; Foundation (evidence); Social media","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":[],"category_scores_codex":[0.0009762434,0.0007606268,0.0005281241,0.0008967441,0.002587663,0.007483818,0.001034133,0.001772786,0.5652023],"category_scores_gemma":[0.003961738,0.0003635587,0.0005811418,0.0008717585,0.0005694721,0.003765192,0.006659077,0.004848929,0.2890703],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001918279,"about_ca_system_score_gemma":0.001855428,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004207439,"about_ca_topic_score_gemma":0.01458988,"domain_scores_codex":[0.9990797,0.0001084081,0.00002843989,0.0000642328,0.0004227421,0.0002964644],"domain_scores_gemma":[0.9974586,0.0001817682,0.00007503964,0.0002074794,0.0005627013,0.001514458],"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":[0.00003934767,0.00003862449,0.000052566,0.00005440671,9.137157e-7,0.00002854346,0.00008842964,0.00001713187,0.0000783225,0.0007578597,0.9810101,0.01783376],"study_design_scores_gemma":[0.000008653925,0.00001567152,0.0002936974,0.00005639345,7.35249e-7,0.00001549831,0.0001833516,0.000017618,0.00005845097,0.0002247628,0.999121,0.000004132671],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.002267052,0.001859356,0.00123826,0.01958067,0.06808292,0.0005431045,0.00634129,0.004112441,0.8959749],"genre_scores_gemma":[0.009874607,0.001540199,0.001411671,0.004517266,0.009319381,0.0002614569,0.004749859,0.002085606,0.9662399],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.5652023,"threshold_uncertainty_score":0.6201862,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004512964645812007,"score_gpt":0.2084776313170109,"score_spread":0.2039646666711989,"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."}}