{"id":"W4380368908","doi":"10.1088/1755-1315/1190/1/011001","title":"Preface","year":2023,"lang":"en","type":"article","venue":"IOP Conference Series Earth and Environmental Science","topic":"Edcuational Technology Systems","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Environmental planning; Sustainability; Environmental resource management; Climate change; Geography; Government (linguistics); Political science; Business; Environmental science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001321872,0.001004619,0.0008273516,0.002069636,0.003251471,0.004599036,0.001535615,0.001781922,0.570932],"category_scores_gemma":[0.00648229,0.0003614951,0.0006135628,0.001926907,0.0007759975,0.003370665,0.003123886,0.002743671,0.3805969],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002103065,"about_ca_system_score_gemma":0.003428012,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003566769,"about_ca_topic_score_gemma":0.004209979,"domain_scores_codex":[0.9989138,0.000168378,0.00007763879,0.0002252624,0.0004701052,0.0001448099],"domain_scores_gemma":[0.9973008,0.0003307023,0.0001035281,0.0002965196,0.001390255,0.0005781483],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00003228683,0.00002404961,0.0001719458,0.0001063584,0.000002000727,0.00007047002,0.0001860571,0.0000465456,0.0001248742,0.006729028,0.9493122,0.04319422],"study_design_scores_gemma":[0.000002647263,0.00001037006,0.0002604362,0.00006277315,7.547857e-7,0.00005070945,0.0001552685,0.00001651958,0.00003830128,0.00118845,0.998211,0.000002697517],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.001954132,0.00612247,0.003341141,0.02032911,0.05840135,0.0004893316,0.008439993,0.001303176,0.8996193],"genre_scores_gemma":[0.006740595,0.003244895,0.001708422,0.003552652,0.0063988,0.000236899,0.007332007,0.0006471267,0.9701386],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.429068,"threshold_uncertainty_score":0,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01852671342566316,"score_gpt":0.2147806071524393,"score_spread":0.1962538937267761,"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."}}