{"id":"W2572955949","doi":"10.5751/es-08949-220106","title":"Advancing social-ecological research through teaching: summary, observations, and challenges","year":2017,"lang":"en","type":"article","venue":"Ecology and Society","topic":"Conservation, Ecology, Wildlife Education","field":"Environmental Science","cited_by":6,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Victoria","funders":"Social Sciences and Humanities Research Council of Canada","keywords":"Environmental resource management; Ecology; Geography; Environmental planning; Environmental science; Biology","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.002825619,0.0001007853,0.0001593308,0.000009425853,0.004430419,0.00006106448,0.0002269403,0.0002760881,0.000234361],"category_scores_gemma":[0.001192967,0.00009989607,0.00003838961,0.00003397847,0.001266974,0.000496036,0.0004997257,0.00043513,0.00002151003],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002219583,"about_ca_system_score_gemma":0.00005325485,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001734598,"about_ca_topic_score_gemma":0.00215048,"domain_scores_codex":[0.998625,0.0003007549,0.0001638698,0.0004007964,0.0001457927,0.0003638218],"domain_scores_gemma":[0.9989171,0.0006451747,0.0001134025,0.0002310168,0.0000323166,0.00006100303],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000003540407,0.000102287,0.92878,0.00001354973,0.00001447979,7.488753e-7,0.005540302,0.000002336472,0.0001017631,0.005516325,0.05824932,0.001675396],"study_design_scores_gemma":[0.0002104365,0.00006510222,0.9106078,0.00000295325,0.000007590712,0.000003034483,0.002606783,0.0002165535,0.000002913798,0.01087608,0.07530578,0.0000949297],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9046137,0.0002364252,0.000009981762,0.0892105,0.0002094668,0.0002051405,0.00000263112,0.00002797811,0.005484227],"genre_scores_gemma":[0.9914152,0.002885234,0.003180544,0.001261472,0.0001573964,0.00007063842,0.000005620941,0.000008313213,0.001015592],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.08794903,"threshold_uncertainty_score":0.9968657,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1386145932522569,"score_gpt":0.3717144175464387,"score_spread":0.2330998242941819,"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."}}