{"id":"W4390727706","doi":"10.4324/9781003389590","title":"Ecological Principles for Sustainable Education","year":2024,"lang":"en","type":"book","venue":"","topic":"Sustainability in Higher Education","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Royal Roads University","funders":"","keywords":"Ecology; Geography; Environmental science; Environmental planning; Political science; Biology","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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001341501,0.0001792446,0.0002084995,0.0001904172,0.000453761,0.0003339067,0.0003644367,0.0005851973,0.001571864],"category_scores_gemma":[0.00183276,0.0001688619,0.0001652906,0.0001537992,0.0002816066,0.0001753738,0.00008234824,0.0002279548,0.0002233781],"about_ca_system_candidate":true,"about_ca_system_consensus":true,"about_ca_system_score_codex":0.005007011,"about_ca_system_score_gemma":0.02480325,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000548974,"about_ca_topic_score_gemma":0.0006049058,"domain_scores_codex":[0.9983689,0.00009012178,0.0002906668,0.0004627616,0.0003030967,0.0004844772],"domain_scores_gemma":[0.9977968,0.0006617034,0.0001041211,0.000278405,0.00102956,0.0001294322],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000002219073,0.00006406913,0.00001682494,0.000298578,0.000009158819,6.424143e-7,0.002085704,0.000001201807,2.234593e-8,0.5876775,0.4090369,0.0008071628],"study_design_scores_gemma":[0.00001701857,0.00002517045,0.00003855334,0.00001701772,0.00003631026,1.69243e-7,0.01447997,0.000001369856,4.663104e-7,0.3934404,0.5918193,0.0001242846],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.000217944,0.0006113015,0.00003839828,0.008455751,0.001874436,0.00264213,0.000004078975,0.0003054926,0.9858505],"genre_scores_gemma":[0.0009771254,0.00004594163,0.0007477865,0.0003051288,0.002768996,0.001088925,0.0001215014,0.00003422831,0.9939104],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1942371,"threshold_uncertainty_score":0.9993408,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03444632715588773,"score_gpt":0.375227317493919,"score_spread":0.3407809903380312,"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."}}