{"id":"W3040491756","doi":"10.14321/aehm.024.01.24","title":"A mentor and an inspiration","year":2021,"lang":"en","type":"article","venue":"Aquatic Ecosystem Health & Management","topic":"Human Resource and Talent Management","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Environmental science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0009569473,0.0002591434,0.000349008,0.0003298259,0.0004217817,0.000588485,0.0002089396,0.00004298898,0.0002985179],"category_scores_gemma":[0.00001807739,0.0002622549,0.00006081319,0.0004371415,0.00001656939,0.0008492031,0.0003442303,0.00009068583,0.0007324866],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001269996,"about_ca_system_score_gemma":0.00002632567,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000353855,"about_ca_topic_score_gemma":0.002716837,"domain_scores_codex":[0.9976847,0.00006699232,0.0006450505,0.0006206461,0.0004781623,0.0005044281],"domain_scores_gemma":[0.9989272,0.00001955743,0.0003531641,0.000576191,0.0000602435,0.00006365595],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00004895895,0.0010773,0.01578155,0.01480868,0.0004593685,0.0003795234,0.0009893089,0.0002244591,0.00002259622,0.6613185,0.02842871,0.276461],"study_design_scores_gemma":[0.002099426,0.00008594915,0.01875632,0.0005616314,0.0001904292,0.000007530352,0.004113372,0.03269534,0.000007191957,0.006329401,0.9344976,0.0006557876],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8740866,0.001508347,0.003327471,0.0104794,0.00095555,0.002810846,0.000005439952,0.0005724438,0.106254],"genre_scores_gemma":[0.9851934,0.0001314365,0.0005924068,0.01094164,0.0007046096,0.000163178,0.000133139,0.00004546578,0.002094673],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9060689,"threshold_uncertainty_score":0.999983,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02592424542805782,"score_gpt":0.2673107564078109,"score_spread":0.2413865109797531,"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."}}