{"id":"W4376626177","doi":"10.5220/0007390200002108","title":"Evaluation of Transfer Learning Techniques for Classification and Localization of Marine Animals","year":2019,"lang":"en","type":"article","venue":"","topic":"Water Quality Monitoring Technologies","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Dalhousie University","funders":"","keywords":"Transfer of learning; Computer science; Artificial intelligence","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":[],"consensus_categories":[],"category_scores_codex":[0.004962857,0.001363049,0.0007688719,0.001328308,0.0005342255,0.0009010453,0.001489639,0.002052421,0.00197046],"category_scores_gemma":[0.009225648,0.0002221004,0.0006986574,0.000958285,0.0005555659,0.001612698,0.001391387,0.001022437,0.0008611604],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009550579,"about_ca_system_score_gemma":0.0008693081,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01116304,"about_ca_topic_score_gemma":0.004938636,"domain_scores_codex":[0.9982687,0.0006567958,0.0001336983,0.0003426813,0.0004375624,0.0001606018],"domain_scores_gemma":[0.993248,0.004224823,0.0002311799,0.000447427,0.001689223,0.0001593007],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.002376259,0.001046884,0.009118219,0.0003514897,0.0004253553,0.00009484409,0.0001672761,0.2487255,0.01513159,0.000775043,0.002515962,0.7192715],"study_design_scores_gemma":[0.0000511099,0.0006554857,0.004025317,0.00001597972,0.00006813454,0.0000584282,0.00009368339,0.9852379,0.008831505,0.0005170519,0.0004303637,0.00001496967],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"methods","genre_scores_codex":[0.7336013,0.002285293,0.2547241,0.0004922829,0.0003058949,0.0003347998,0.0006016031,0.002657874,0.004996922],"genre_scores_gemma":[0.926208,0.0004398262,0.06836519,0.0000959573,0.00006358409,0.0001114204,0.001142161,0.0001087856,0.003465046],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.01116304,"threshold_uncertainty_score":0.02624643,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06495701311739366,"score_gpt":0.3111377022907127,"score_spread":0.2461806891733191,"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."}}