{"id":"W7003460214","doi":"","title":"","year":2023,"lang":"en","type":"other","venue":"Directory of Open access Books (OAPEN Foundation)","topic":"Freshwater macroinvertebrate diversity and ecology","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Victoria Park","funders":"University of Ottawa","keywords":"Glossary; Field (mathematics); Ideal (ethics); Key (lock); Translation (biology); Paraphrase","routes":{"ca_aff":true,"ca_fund":true,"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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.000336281,0.0006842147,0.0005599153,0.001028227,0.001251325,0.004845716,0.000961501,0.0009874165,0.3229024],"category_scores_gemma":[0.001686326,0.0003072339,0.0004242822,0.001433001,0.0006679772,0.00354872,0.00179435,0.001595866,0.3269424],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001151511,"about_ca_system_score_gemma":0.001552931,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001507343,"about_ca_topic_score_gemma":0.004396688,"domain_scores_codex":[0.9995207,0.0000491904,0.00003057577,0.00007936866,0.0002798521,0.00004023286],"domain_scores_gemma":[0.9995608,0.00007338035,0.00001900714,0.00006144545,0.0002180725,0.00006721442],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001435346,0.00003398363,0.0001135446,0.0002129534,0.000002008386,0.00008762692,0.0004477152,0.00008650879,0.0005335623,0.02455564,0.7820325,0.1918796],"study_design_scores_gemma":[6.145693e-7,0.000003233647,0.00007344315,0.00005801609,4.047809e-7,0.000040922,0.00007301811,0.00002515977,0.00005494137,0.001298538,0.9983699,0.000001857999],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0006523037,0.003308297,0.003458285,0.002581653,0.003146991,0.00008611551,0.001137121,0.0009005092,0.9847288],"genre_scores_gemma":[0.001785058,0.002581173,0.003290946,0.0009521783,0.0002422244,0.00004161153,0.00118031,0.0003920064,0.9895346],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.6770976,"threshold_uncertainty_score":0,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07123706558397984,"score_gpt":0.3517917762279105,"score_spread":0.2805547106439307,"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."}}