{"id":"W4406517473","doi":"10.1016/s0967-0653(97)80679-5","title":"10.1016/s0967-0653(97)80679-5","year":2000,"lang":"en","type":"article","venue":"Time to knit","topic":"Remote Sensing and Land Use","field":"Earth and Planetary Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Mangrove; Remote sensing; Satellite; Geography; Geographic information system; Cartography; Ecology; Biology; Engineering","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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0001317979,0.0001190133,0.0001349384,0.00004995519,0.0001873611,0.00005488047,0.0001525296,0.00005546371,0.9992725],"category_scores_gemma":[0.00001818834,0.00009264313,0.00004971017,0.000169155,0.00002649646,0.00008421957,0.00000608388,0.00009583993,0.9997104],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000002252254,"about_ca_system_score_gemma":0.00001894146,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008277136,"about_ca_topic_score_gemma":0.00002116911,"domain_scores_codex":[0.9991488,0.00004574831,0.0001298752,0.0002106625,0.0001727444,0.000292173],"domain_scores_gemma":[0.9994918,0.00005513206,0.00001789626,0.0002172744,0.00001718391,0.0002007799],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00005670077,0.000006696366,0.000002751699,0.000001915581,0.00000628621,0.00001168051,0.00002638313,0.0007371412,2.954505e-7,3.75735e-8,0.03298492,0.9661652],"study_design_scores_gemma":[0.0001367739,0.0001267416,0.0004435692,0.00001058741,0.000008500433,0.00001887329,0.000001222048,0.003578888,0.00001092189,0.000008219151,0.9954998,0.0001559018],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00404978,0.0001076595,2.832121e-7,0.0002064655,0.000004204151,0.00007901335,0.00001999954,0.0001038957,0.9954287],"genre_scores_gemma":[0.0006632006,0.000001069646,0.0001454586,0.00008720654,0.0001908175,7.49618e-8,0.00005490485,0.000004752584,0.9988525],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.9660093,"threshold_uncertainty_score":0.3777877,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007828103287059551,"score_gpt":0.1574853843271905,"score_spread":0.149657281040131,"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."}}