{"id":"W4391873043","doi":"10.3791/65530-v","title":"JoVE Video Dataset","year":2024,"lang":"pt","type":"article","venue":"","topic":"Pancreatic function and diabetes","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Montréal","funders":"","keywords":"Induced pluripotent stem cell; Reprogramming; Embryonic stem cell; Biology; Endoderm; Cell biology; Stem cell; Progenitor cell; Somatic cell; Directed differentiation; Cell; Genetics","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0004736766,0.001741336,0.001299204,0.003483395,0.0008311448,0.002514151,0.002371327,0.001815161,0.6253577],"category_scores_gemma":[0.002977405,0.0003980615,0.00079395,0.00335297,0.0002610661,0.001977795,0.002525737,0.00113972,0.3761647],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007635563,"about_ca_system_score_gemma":0.0014782,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01013498,"about_ca_topic_score_gemma":0.02671095,"domain_scores_codex":[0.9996345,0.00003484636,0.00003066312,0.0001134364,0.0001282719,0.00005840972],"domain_scores_gemma":[0.9989713,0.0002922278,0.00007139958,0.00013066,0.0003327526,0.0002015804],"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":[0.00007820945,0.0000203976,0.0002573127,0.0008886738,0.00001333713,0.00005310247,0.00002705376,0.0001259849,0.0004081097,0.0004469681,0.9825525,0.0151283],"study_design_scores_gemma":[0.00006103113,0.00002540313,0.001715371,0.0004019402,0.00002323175,0.0001665785,0.00008537331,0.000530687,0.0007401223,0.001896417,0.9943151,0.00003870786],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"dataset","genre_gemma":"dataset","genre_scores_codex":[0.0003563809,0.0004673637,0.001039694,0.0002640467,0.0002278767,0.0001191806,0.9687901,0.006368521,0.02236677],"genre_scores_gemma":[0.00345963,0.001003549,0.00735835,0.0005952308,0.00009730479,0.0005598543,0.9565584,0.003045029,0.02732257],"genre_candidate":"dataset","genre_consensus":"dataset","teacher_disagreement_score":0.6253577,"threshold_uncertainty_score":0.5343817,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02679386939425206,"score_gpt":0.3034094675082269,"score_spread":0.2766155981139748,"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."}}