{"id":"W2886154306","doi":"10.1101/391748","title":"Biological control protects tropical forests","year":2018,"lang":"en","type":"preprint","venue":"bioRxiv (Cold Spring Harbor Laboratory)","topic":"Biological Control of Invasive Species","field":"Agricultural and Biological Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Brock University","funders":"","keywords":"Mealybug; Deforestation (computer science); Agroforestry; Cropping; Geography; Crop; Biology; Ecology; Forestry; Agriculture; Hemiptera","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.0005547124,0.0008880597,0.001106292,0.00005051179,0.0003849505,0.000382691,0.001461829,0.001700848,0.0006978378],"category_scores_gemma":[0.001499404,0.0003558293,0.0005180392,0.0004350082,0.0007708683,0.0001331695,0.0008320996,0.001240956,0.0004172632],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001920933,"about_ca_system_score_gemma":0.00009914262,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005345779,"about_ca_topic_score_gemma":0.00005043697,"domain_scores_codex":[0.9953788,0.0005123521,0.0007652438,0.001668556,0.0005199354,0.001155146],"domain_scores_gemma":[0.9971299,0.0004667223,0.0005682153,0.000494962,0.0008186081,0.0005215761],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.0002144351,0.0002324121,0.06605659,0.00004206417,0.0001432205,0.00007234074,0.000001020751,0.000002622866,0.9311414,0.001173354,0.0008902502,0.0000302754],"study_design_scores_gemma":[0.0005421376,0.0008116188,0.9329368,0.0001372736,0.00004796374,3.761454e-8,0.000001291581,0.00006940156,0.04863235,0.0000611643,0.0157903,0.0009696838],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9928935,0.0008473592,0.0002254547,0.002073265,0.0008481594,0.001705988,0.0005675442,0.0008032846,0.00003543047],"genre_scores_gemma":[0.9942307,0.0001070177,0.0007818987,0.001105155,0.003263288,0.000494363,0.000001278261,0.00001091375,0.000005348923],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8825091,"threshold_uncertainty_score":0.9998894,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02587056490104882,"score_gpt":0.2065968655606759,"score_spread":0.180726300659627,"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."}}