{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.02464814,0.0006171056,0.0005364206,0.001088762,0.002457981,0.005386493,0.001648601,0.002106321,0.01099669],"category_scores_gemma":[0.03131766,0.000177373,0.0005449532,0.001911586,0.003135742,0.005936743,0.005866131,0.004199437,0.001512588],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003482716,"about_ca_system_score_gemma":0.0156088,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01019962,"about_ca_topic_score_gemma":0.03032682,"domain_scores_codex":[0.9927016,0.004742707,0.0002838565,0.0003148628,0.0009653495,0.0009916128],"domain_scores_gemma":[0.9298037,0.0413188,0.002594248,0.003488669,0.01434497,0.00844964],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"qualitative","study_design_scores_codex":[0.000435251,0.001179548,0.02197253,0.004103831,0.00005616942,0.0002191465,0.01173935,0.0004602619,0.0008768504,0.03052085,0.1021775,0.8262587],"study_design_scores_gemma":[0.0002827123,0.002124258,0.09390485,0.01554678,0.0002925693,0.000624623,0.1113272,0.0009440858,0.004602276,0.04951454,0.7207413,0.0000948066],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.06037387,0.1104466,0.005166601,0.7642973,0.004342769,0.0002352466,0.0004953493,0.0001281297,0.0545141],"genre_scores_gemma":[0.6905679,0.201308,0.01709052,0.05152929,0.006931906,0.0004587661,0.0004613701,0.0001333175,0.03151891],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.02464814,"threshold_uncertainty_score":0.1303534,"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."}}