{"id":"W4399246024","doi":"10.5376/ijms.2024.14.0017","title":"Rational Exploration of Northeastern Madagascar Halieutic Resource","year":2024,"lang":"en","type":"article","venue":"International Journal of Marine Science","topic":"Geological and Geophysical Studies","field":"Earth and Planetary Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Resource (disambiguation); Geography; Environmental resource management; Computer science; Environmental science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002164555,0.000157918,0.00007585187,0.0005707769,0.001434972,0.001422289,0.000331661,0.0001887964,0.005925871],"category_scores_gemma":[0.0005236287,0.00006938481,0.0001000853,0.0008095726,0.000766689,0.0005357869,0.001331604,0.0001675986,0.0002123315],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001417538,"about_ca_system_score_gemma":0.002602686,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.04376676,"about_ca_topic_score_gemma":0.173181,"domain_scores_codex":[0.9998103,0.00005713531,0.000009007976,0.00001775662,0.00004260282,0.0000632294],"domain_scores_gemma":[0.9998474,0.00004024114,0.00004178909,0.00001234349,0.00002581688,0.00003226719],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002416217,0.0002415229,0.4388838,0.0009732949,0.0000705459,0.01249817,0.06457565,0.00441449,0.01716713,0.05998537,0.01238879,0.3885597],"study_design_scores_gemma":[0.0000149998,0.0003146987,0.5699549,0.0006691457,0.0000356192,0.001585901,0.1670358,0.00439173,0.002608105,0.007366652,0.2459795,0.0000430405],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.909506,0.0005335679,0.0009499837,0.001887845,0.000008277082,0.00007686979,0.0001535067,0.00001526928,0.08686865],"genre_scores_gemma":[0.9859651,0.0005660006,0.001570725,0.0001032758,0.000003219701,0.00004166271,0.00008473133,0.000003250776,0.01166211],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04376676,"threshold_uncertainty_score":0.08702403,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0256771885219804,"score_gpt":0.2496119975901011,"score_spread":0.2239348090681207,"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."}}