{"id":"W3186767566","doi":"10.1139/er-2021-0040","title":"On embracing the concept of becoming environmental problem solvers: the trainee perspective on key elements of success, essential skills, and mindset","year":2021,"lang":"en","type":"article","venue":"Environmental Reviews","topic":"Innovation, Sustainability, Human-Machine Systems","field":"Social Sciences","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"Carleton University","funders":"","keywords":"Mindset; Engineering ethics; Enthusiasm; Curriculum; Rubric; Psychology; Computer science; Pedagogy; Engineering; Social psychology","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":[0.01291187,0.0007714277,0.0005926286,0.001820823,0.007838367,0.01298224,0.002380569,0.004819412,0.001860621],"category_scores_gemma":[0.01404327,0.0004410778,0.0006774528,0.0010343,0.02331788,0.01001904,0.01027574,0.01368779,0.0005225263],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003530055,"about_ca_system_score_gemma":0.008542356,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005166148,"about_ca_topic_score_gemma":0.008644316,"domain_scores_codex":[0.9913646,0.005027897,0.0002737399,0.0004298212,0.001420693,0.00148338],"domain_scores_gemma":[0.9859769,0.007094383,0.001089757,0.0003919503,0.00176106,0.003685904],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00002124746,0.000256747,0.009259479,0.000334359,0.00001557873,0.00152501,0.9055973,0.0003594196,0.002617942,0.04235822,0.006711448,0.03094315],"study_design_scores_gemma":[0.000009871028,0.0003556059,0.007745417,0.0008156241,0.00002159562,0.002068459,0.8522359,0.001057314,0.001388476,0.03703256,0.09715303,0.0001161255],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5795886,0.00637534,0.06400062,0.2734064,0.002414138,0.000487024,0.00007598296,0.0003362749,0.07331566],"genre_scores_gemma":[0.943015,0.005375823,0.01888287,0.01725605,0.0004783273,0.000279299,0.00004093761,0.00008896904,0.01458272],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01298224,"threshold_uncertainty_score":0.06828535,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01155513251840623,"score_gpt":0.3030323155266815,"score_spread":0.2914771830082753,"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."}}