{"id":"W2236266925","doi":"10.5751/es-08111-210107","title":"Graduate students navigating social-ecological research: insights from the Long-Term Ecological Research Network","year":2016,"lang":"en","type":"article","venue":"Ecology and Society","topic":"Interdisciplinary Research and Collaboration","field":"Decision Sciences","cited_by":15,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Ecology; Term (time); Sociology; Geography; Biology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.01222586,0.0002349117,0.0003422251,0.005104383,0.004803063,0.008107055,0.001065108,0.001694127,0.005109529],"category_scores_gemma":[0.03669581,0.0003728369,0.0003174858,0.007256994,0.004222622,0.01053762,0.01173306,0.002014109,0.0006428503],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002843793,"about_ca_system_score_gemma":0.004612321,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007262372,"about_ca_topic_score_gemma":0.02531287,"domain_scores_codex":[0.9952233,0.003036052,0.00020476,0.0004555584,0.0006388697,0.0004414514],"domain_scores_gemma":[0.9549319,0.01965953,0.005653663,0.002608174,0.003867483,0.01327916],"domain_codex":null,"domain_gemma":"methods","domain_candidate":"methods","domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"qualitative","study_design_scores_codex":[0.0001285162,0.0002923021,0.2843586,0.0005066514,0.0001914345,0.0005951312,0.0924841,0.001822989,0.000572074,0.2490237,0.06672283,0.3033017],"study_design_scores_gemma":[0.0000332212,0.0001233615,0.2049778,0.001137914,0.0001010884,0.0008338277,0.09309158,0.00500455,0.0002612671,0.3529358,0.3413736,0.0001260991],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5761832,0.01652411,0.03414046,0.2329102,0.000671508,0.0001598739,0.002933552,0.0002568906,0.1362202],"genre_scores_gemma":[0.9609395,0.00926334,0.01798714,0.003669623,0.0002198798,0.0002282761,0.001771219,0.00009540497,0.005825686],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9877741,"threshold_uncertainty_score":0.06465733,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3729924409890895,"score_gpt":0.5357123410928033,"score_spread":0.1627199001037138,"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."}}