{"id":"W2220907149","doi":"","title":"Developing a Methodology for the Mapping and Characterization of the Nigerian Coastline Using Remote Sensing","year":2012,"lang":"en","type":"article","venue":"","topic":"Maritime Ports and Logistics","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Remote sensing; Characterization (materials science); Geography; Cartography","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004398007,0.00006052497,0.0001006758,0.00002009629,0.00008515396,0.0000108346,0.00003593629,0.00003850169,0.000005530341],"category_scores_gemma":[0.00009056076,0.00003605134,0.00001915373,0.0000648689,0.00003199367,0.00003790577,0.00003453972,0.00004300009,9.89413e-8],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001418159,"about_ca_system_score_gemma":0.00001003241,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004187287,"about_ca_topic_score_gemma":0.0000130212,"domain_scores_codex":[0.9996,0.00003045627,0.000152976,0.00004473244,0.00003449759,0.0001373229],"domain_scores_gemma":[0.9996281,0.0001926162,0.00004128256,0.00009216563,0.00003044429,0.00001540735],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00001016,0.000004177238,0.001947747,0.0004128509,0.0001189402,3.712037e-7,0.002581734,0.001709387,0.6322935,0.00749788,0.00003399213,0.3533892],"study_design_scores_gemma":[0.0001571286,0.00000407442,0.01805717,0.00007077257,0.00005061179,0.00004537596,0.0003061659,0.9376101,0.02882515,0.0004971489,0.01421448,0.0001617869],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1201836,0.00005306874,0.8789442,0.0002116515,0.0003496439,0.0001380259,0.000003024341,0.00002356449,0.00009319291],"genre_scores_gemma":[0.7037163,0.00002534706,0.295899,0.0001376075,0.0001554288,2.834194e-7,0.000003491233,0.0000139406,0.00004865017],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.9359007,"threshold_uncertainty_score":0.1470131,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1481311523225882,"score_gpt":0.2954589195669637,"score_spread":0.1473277672443754,"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."}}