{"id":"W4249501414","doi":"10.1242/jeb.208009","title":"Early-career researchers: an interview with Cosima Porteus","year":2019,"lang":"en","type":"article","venue":"Journal of Experimental Biology","topic":"Marine and fisheries research","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Bachelor; Wright; Fish <Actinopterygii>; Library science; Management; Psychology; Political science; Art; Art history; Biology; Fishery; Computer science; Law","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.02257251,0.00100075,0.001573344,0.002241831,0.02731529,0.009924333,0.00292758,0.009089764,0.005449978],"category_scores_gemma":[0.04097196,0.001464554,0.0005903809,0.003344285,0.01071789,0.01181971,0.007874177,0.01800364,0.00121883],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01095888,"about_ca_system_score_gemma":0.01340894,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.04948425,"about_ca_topic_score_gemma":0.06213883,"domain_scores_codex":[0.9830101,0.01130408,0.0005079175,0.001027301,0.002032175,0.002118434],"domain_scores_gemma":[0.9557505,0.01658361,0.001940496,0.000533898,0.006333514,0.01885796],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0001098121,0.0002401422,0.004378822,0.000359819,0.00001627164,0.003988525,0.7038828,0.00007926776,0.0007706755,0.009263814,0.2640828,0.01282732],"study_design_scores_gemma":[0.00001699035,0.00007891018,0.001092074,0.0005412345,0.000005415714,0.001019237,0.7185232,0.00007218555,0.0001101169,0.0007423229,0.2777323,0.00006594437],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.09290785,0.01861764,0.0009492428,0.8533465,0.01041004,0.0002204473,0.0001231885,0.0001080716,0.02331717],"genre_scores_gemma":[0.4932468,0.03351584,0.003363371,0.4197568,0.003180779,0.0008490956,0.0001594753,0.0003727721,0.04555504],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.04948425,"threshold_uncertainty_score":0.1193762,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07116013241573627,"score_gpt":0.3404496984734593,"score_spread":0.269289566057723,"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."}}