{"id":"W6967670422","doi":"10.5061/dryad.z08kprr90","title":"Which physicochemical variables should zooplankton ecologists measure when they conduct field studies?","year":2021,"lang":"en","type":"dataset","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Personality Disorders and Psychopathology","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Wilfrid Laurier University","funders":"","keywords":"Zooplankton; Variables; Abundance (ecology); Variable (mathematics); Structuring; Measure (data warehouse)","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003965164,0.001024204,0.001511168,0.003947917,0.0005224745,0.001501889,0.002200286,0.001272908,0.00859915],"category_scores_gemma":[0.01992703,0.0005035587,0.001087649,0.006570509,0.000326302,0.001217506,0.001193313,0.001026073,0.007849692],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001548906,"about_ca_system_score_gemma":0.001913663,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0158906,"about_ca_topic_score_gemma":0.03862908,"domain_scores_codex":[0.9976712,0.0006776978,0.0005687456,0.0005793311,0.0003149908,0.0001879445],"domain_scores_gemma":[0.9915704,0.004429306,0.001398437,0.001071524,0.001259162,0.0002711597],"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":[0.0005334596,0.0001115618,0.07842835,0.02022395,0.0007953681,0.00014941,0.0002374781,0.001507012,0.000617351,0.001509794,0.8493699,0.04651627],"study_design_scores_gemma":[0.0007644608,0.00006257638,0.1589688,0.004184536,0.0004891667,0.0001867972,0.000618605,0.001199231,0.0007037454,0.003646433,0.82908,0.00009556922],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"dataset","genre_gemma":"dataset","genre_scores_codex":[0.003182463,0.001310452,0.0005411223,0.0003931073,0.00004387562,0.00005715385,0.9934141,0.0001550699,0.0009028107],"genre_scores_gemma":[0.004885166,0.000752666,0.002264569,0.000198144,0.00001848518,0.0004225665,0.9909956,0.0000446813,0.0004181181],"genre_candidate":"dataset","genre_consensus":"dataset","teacher_disagreement_score":0.0158906,"threshold_uncertainty_score":0.03159618,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1366629222380188,"score_gpt":0.3597574620610069,"score_spread":0.2230945398229881,"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."}}