{"id":"W4412072961","doi":"10.36510/learnland.vi29.1151","title":"You Cannot Find the Calm Without the Storm: Creating Spaces for Embracing Change","year":2025,"lang":"en","type":"article","venue":"LEARNing Landscapes","topic":"Evaluation and Performance Assessment","field":"Decision Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Institute for Christian Studies; McGill University","funders":"","keywords":"Storm; History; Meteorology; Geography","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01360669,0.0004670878,0.0003809931,0.001698698,0.005420528,0.01437279,0.001690662,0.002426065,0.00351598],"category_scores_gemma":[0.01704222,0.000390479,0.0004451189,0.0009260072,0.01385051,0.01266101,0.01482119,0.00190659,0.0005841063],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002158518,"about_ca_system_score_gemma":0.003575745,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00100627,"about_ca_topic_score_gemma":0.002798098,"domain_scores_codex":[0.9866563,0.01080624,0.0001411507,0.0003826166,0.001178657,0.0008350264],"domain_scores_gemma":[0.9911078,0.005641982,0.0004477716,0.0009850424,0.0005055583,0.001311879],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002474566,0.0007988933,0.007891907,0.0007730486,0.0000512795,0.00139362,0.270077,0.004500017,0.006168473,0.2721774,0.01464996,0.421271],"study_design_scores_gemma":[0.0001248326,0.0008442944,0.006932592,0.001197552,0.00006560855,0.0009591784,0.3887167,0.006855845,0.006883931,0.2650893,0.3221622,0.0001678631],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"other","genre_scores_codex":[0.5978241,0.003635237,0.1446685,0.03288601,0.0004242185,0.0007524647,0.00007974267,0.000696495,0.2190332],"genre_scores_gemma":[0.9372811,0.0007828113,0.05683234,0.0005431442,0.00003087566,0.0002023556,0.00002634096,0.00008711011,0.004213873],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.01437279,"threshold_uncertainty_score":0.07195997,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.126584055090615,"score_gpt":0.444414174885886,"score_spread":0.3178301197952711,"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."}}