{"id":"W4386580692","doi":"10.29173/pathfinder89","title":"Seeds of Sustainability","year":2023,"lang":"en","type":"article","venue":"Pathfinder A Canadian Journal for Information Science Students and Early Career Professionals","topic":"Library Science and Administration","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Outreach; Sustainability; Context (archaeology); Food security; Political science; Public relations; Business; Geography; Ecology; Biology","routes":{"ca_aff":true,"ca_fund":false,"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":[0.005143231,0.00006909842,0.000105198,0.0006605717,0.002903622,0.0008350466,0.0005567354,0.00005738617,0.00004167004],"category_scores_gemma":[0.0009662986,0.00005649337,0.00004649462,0.001363637,0.0007229555,0.006807939,0.00004381691,0.0001060447,0.000008093554],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001293832,"about_ca_system_score_gemma":0.008139703,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004277567,"about_ca_topic_score_gemma":0.002182861,"domain_scores_codex":[0.9978701,0.0000524825,0.0003513695,0.0001071912,0.001119785,0.0004990656],"domain_scores_gemma":[0.9978924,0.00007649914,0.0001799718,0.00008818448,0.001098179,0.0006647153],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00001156433,0.00001367379,0.7864515,0.00003962717,0.000008804919,0.000002504705,0.1532355,0.00002699606,0.00001988681,0.04090313,0.003824223,0.01546257],"study_design_scores_gemma":[0.0002812849,0.00008558545,0.8392262,0.00003975996,0.000004888377,0.000002231299,0.1091791,0.00003700362,0.00004444996,0.008501623,0.04247063,0.0001271915],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.991969,0.00001363599,0.0001140039,0.003532168,0.0009965579,0.0004928685,0.00003514369,0.00001478077,0.002831878],"genre_scores_gemma":[0.9986268,0.00001083868,0.00005934705,0.0003061206,0.00006586548,0.00001751325,0.000004725265,0.00000211014,0.0009066584],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0527747,"threshold_uncertainty_score":0.9983945,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05004764974714663,"score_gpt":0.3849883454518659,"score_spread":0.3349406957047192,"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."}}