{"id":"W6949326013","doi":"10.5281/zenodo.14260970","title":"SKILLS-BASED WORKSHOP FOR EDUCATORS NAVIGATING A VOLATILE, UNCERTAIN, COMPLEX AND AMBIGUOUS WORLD USING RECENTLY CO-CREATED TOOLS J","year":2024,"lang":"en","type":"article","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Species Distribution and Climate Change","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Engineers Without Borders Canada","funders":"","keywords":"Perspective (graphical); Key (lock); Agency (philosophy); Field (mathematics); Work (physics)","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":[0.002864802,0.001291786,0.000427292,0.0009756032,0.002166988,0.002603672,0.002585745,0.002913192,0.04040021],"category_scores_gemma":[0.005229603,0.0004361747,0.0009276443,0.0003490414,0.00123445,0.001749476,0.009297127,0.003529352,0.01155592],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001250945,"about_ca_system_score_gemma":0.006179145,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001403543,"about_ca_topic_score_gemma":0.004781715,"domain_scores_codex":[0.9988035,0.0003663199,0.00005142419,0.0001853961,0.000164336,0.0004290761],"domain_scores_gemma":[0.9927769,0.0007147113,0.0001931867,0.0002443098,0.0005164492,0.005554498],"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":[0.00136968,0.02772893,0.01792301,0.002243301,0.00009153202,0.008069553,0.04049287,0.002605642,0.01661128,0.009053863,0.468978,0.4048323],"study_design_scores_gemma":[0.0006598363,0.002573839,0.0238628,0.002057553,0.00007870399,0.002805916,0.05381869,0.00358551,0.009221466,0.02928862,0.8717449,0.0003023164],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"other","genre_scores_codex":[0.4731703,0.002261315,0.1395011,0.05881885,0.01814802,0.00796753,0.003109347,0.0079281,0.2890955],"genre_scores_gemma":[0.6057869,0.002346523,0.1733805,0.007735137,0.001241498,0.005397976,0.002644212,0.0007287781,0.2007384],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.04040021,"threshold_uncertainty_score":0.1351522,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08745539816008702,"score_gpt":0.3267691925273588,"score_spread":0.2393137943672718,"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."}}