{"id":"W3013976217","doi":"10.1002/ace.20369","title":"Groundtruthing: Harnessing Hope in a Troubled Time","year":2020,"lang":"en","type":"article","venue":"New Directions for Adult and Continuing Education","topic":"Community Development and Social Impact","field":"Economics, Econometrics and Finance","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"St. Francis Xavier University","funders":"","keywords":"Transformational leadership; Adult Learning; Adult education; Pedagogy; Psychology; Sociology; Transformative learning; Engineering ethics; Public relations; Political science; Social psychology; Engineering","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004738925,0.0005376983,0.0004508321,0.0008938203,0.007571466,0.01045956,0.00192806,0.002529943,0.01747927],"category_scores_gemma":[0.01279162,0.000315829,0.0006763876,0.0005340513,0.02626662,0.01169532,0.01653605,0.006876688,0.002180899],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002867573,"about_ca_system_score_gemma":0.00350263,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001149021,"about_ca_topic_score_gemma":0.00283828,"domain_scores_codex":[0.9955959,0.002786151,0.00006109226,0.0003652668,0.0004457272,0.0007458651],"domain_scores_gemma":[0.9931311,0.002318876,0.0005885344,0.0009551002,0.0004088334,0.002597629],"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":[0.0001618454,0.0002513782,0.002084572,0.0002331251,0.00003283776,0.001407521,0.1763898,0.001207269,0.001642638,0.6562073,0.0538845,0.1064972],"study_design_scores_gemma":[0.0000518605,0.0001971957,0.0007942281,0.0004189963,0.00002008829,0.0007691707,0.1255845,0.001886017,0.0009202871,0.4464691,0.4228188,0.0000697733],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.2240245,0.003861037,0.1734595,0.1293292,0.003777943,0.0002557853,0.00012352,0.001864258,0.4633042],"genre_scores_gemma":[0.9564705,0.0006940684,0.01495034,0.003546522,0.0002526988,0.00009506176,0.00003978797,0.0002587149,0.02369231],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01747927,"threshold_uncertainty_score":0.058474,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02784330014517255,"score_gpt":0.25337457952588,"score_spread":0.2255312793807074,"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."}}