{"id":"W4367319011","doi":"10.1002/lob.10576","title":"Bringing Limnology and <scp>STEM</scp> Careers to Communities in Puerto Rico","year":2023,"lang":"en","type":"article","venue":"Limnology and Oceanography Bulletin","topic":"Conservation, Ecology, Wildlife Education","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université du Québec à Montréal","funders":"Association for the Sciences of Limnology and Oceanography","keywords":"Limnology; Library science; Content (measure theory); Computer science; Ecology; Biology; Mathematics","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":[0.000540473,0.0002600064,0.0001679223,0.002611849,0.001545853,0.0007928602,0.0006800496,0.000339686,0.06174284],"category_scores_gemma":[0.005023156,0.0001431097,0.0001955975,0.004104382,0.000181049,0.0006690944,0.002015727,0.0004661086,0.006886885],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001099676,"about_ca_system_score_gemma":0.003130309,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.2397213,"about_ca_topic_score_gemma":0.3233312,"domain_scores_codex":[0.999615,0.00007017531,0.00003061338,0.00005384429,0.00008805322,0.0001422695],"domain_scores_gemma":[0.9976568,0.0003145177,0.0002940083,0.0001650168,0.001021825,0.0005477424],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"qualitative","study_design_scores_codex":[0.0001179718,0.0000906382,0.1773664,0.0004321994,0.00002857786,0.0002860026,0.003921398,0.0001371032,0.0004155662,0.0009626172,0.7460541,0.0701875],"study_design_scores_gemma":[0.00003638181,0.00004084767,0.6909463,0.000584056,0.00002606926,0.000114015,0.02278561,0.0002676491,0.0003101485,0.0005125936,0.2843466,0.00002968457],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"dataset","genre_gemma":"empirical","genre_scores_codex":[0.1988596,0.0006162284,0.0006203891,0.005616188,0.000566965,0.0004933472,0.7330185,0.0003001597,0.05990872],"genre_scores_gemma":[0.4822085,0.001644876,0.00494408,0.001732552,0.0002741007,0.002416363,0.4260173,0.000337886,0.08042427],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.2397213,"threshold_uncertainty_score":0.476652,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01329224499717241,"score_gpt":0.2171195857550654,"score_spread":0.203827340757893,"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."}}