{"id":"W3092988511","doi":"","title":"Regularized reconstruction of wave fields from refracted images of water","year":2009,"lang":"en","type":"preprint","venue":"HAL (Le Centre pour la Communication Scientifique Directe)","topic":"Underwater Acoustics Research","field":"Earth and Planetary Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Toronto Metropolitan University","funders":"","keywords":"Computer science; Geology; Computer vision; Artificial intelligence; Computer graphics (images); Remote sensing","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":[0.0004297045,0.0006257724,0.0005716907,0.00052885,0.000129533,0.0008760518,0.0006970515,0.001172309,0.00165218],"category_scores_gemma":[0.001836792,0.0005907175,0.0007030529,0.0005730295,0.0006457154,0.001070517,0.0007001227,0.001128559,0.0006327924],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003113968,"about_ca_system_score_gemma":0.0007724119,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002490368,"about_ca_topic_score_gemma":0.002271894,"domain_scores_codex":[0.9998168,0.00003462755,0.00001067586,0.00003446842,0.0000755355,0.00002784834],"domain_scores_gemma":[0.9995545,0.0001622415,0.0000667436,0.00009055989,0.00009091207,0.00003506304],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.001059831,0.0001974775,0.001938953,0.0005138876,0.0001804108,0.000419284,0.0002949385,0.658542,0.1695062,0.01584697,0.004337534,0.1471626],"study_design_scores_gemma":[0.00002786081,0.00002693931,0.0006098638,0.000009848219,0.00001063357,0.00006437407,0.00002420542,0.9839795,0.01203049,0.002477134,0.000719301,0.00001988947],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1366074,0.0003161041,0.8599283,0.0002948079,0.0001099808,0.00004315203,0.0004574221,0.0007795833,0.00146337],"genre_scores_gemma":[0.5322105,0.000746863,0.4597297,0.0001379638,0.00008877252,0.0000781573,0.001794516,0.0003415728,0.004871933],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.002490368,"threshold_uncertainty_score":0.005527079,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01763709691329659,"score_gpt":0.2204103744230038,"score_spread":0.2027732775097072,"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."}}