{"id":"W4308775182","doi":"10.1089/big.2022.0217","title":"Big Multimodal Data Analysis: Applications","year":2022,"lang":"en","type":"editorial","venue":"Big Data","topic":"Anomaly Detection Techniques and Applications","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Royal Military College of Canada","funders":"","keywords":"Big data; Library science; Abu dhabi; Computer science; Geography; Archaeology","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","open_science"],"consensus_categories":["open_science"],"category_scores_codex":[0.0008306925,0.0003014213,0.0004206265,0.0004862653,0.0005579627,0.0004167699,0.02361711,0.0003422011,0.00008381077],"category_scores_gemma":[0.0001673078,0.0003186662,0.0001085376,0.002874168,0.00006596009,0.0004634007,0.02004912,0.0008319649,0.000128383],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009037666,"about_ca_system_score_gemma":0.000591899,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008927163,"about_ca_topic_score_gemma":0.0003500843,"domain_scores_codex":[0.995739,0.00009321902,0.0005091793,0.002406831,0.0009348305,0.000316874],"domain_scores_gemma":[0.9775506,0.0003369306,0.0004109834,0.02143401,0.0001332941,0.0001341423],"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":[0.000001085241,0.00007642009,0.000003556818,0.00001017024,0.0001927832,0.000001717289,0.000005935711,0.000005473206,0.000003826921,0.000503637,0.8638279,0.1353675],"study_design_scores_gemma":[0.00008791164,0.00001607737,0.00001751764,0.000003513275,0.0003869286,0.000001233563,0.00000673502,0.02841057,0.000005299694,0.0002772984,0.9704481,0.0003388693],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"methods","genre_gemma":"editorial","genre_scores_codex":[9.523667e-8,0.0002862046,0.7819558,0.0002238705,0.1929767,0.0004310393,0.02302735,0.000571872,0.0005271344],"genre_scores_gemma":[0.000140982,0.0007509353,0.08597164,0.0001001353,0.7404155,0.001223372,0.1692588,0.00005050506,0.002088227],"genre_candidate":"editorial","genre_consensus":null,"teacher_disagreement_score":0.6959841,"threshold_uncertainty_score":0.9999266,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09327113623168587,"score_gpt":0.3336765015199048,"score_spread":0.2404053652882189,"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."}}