{"id":"W3211141851","doi":"10.1139/facets-2021-0003","title":"Place and transformative learning in climate change focused community science","year":2021,"lang":"en","type":"article","venue":"FACETS","topic":"Service-Learning and Community Engagement","field":"Social Sciences","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"Churchill Northern Studies Centre; University of Northern British Columbia","funders":"","keywords":"Transformative learning; Constructive; Sociology; Dominance (genetics); Psychology; Engineering ethics; Pedagogy; Engineering; Computer science","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":[0.003469454,0.00006793744,0.0001077253,0.00008009317,0.00253885,0.0001330719,0.0002679743,0.00004272398,0.00005875937],"category_scores_gemma":[0.0002610836,0.00007380166,0.00001587612,0.0006236715,0.0002706494,0.0003891428,0.0001726065,0.0007894759,0.00001918747],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008769838,"about_ca_system_score_gemma":0.0001116079,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005181027,"about_ca_topic_score_gemma":0.020911,"domain_scores_codex":[0.9975265,0.001675483,0.0001017076,0.00009979146,0.0002613983,0.0003351679],"domain_scores_gemma":[0.999374,0.0002792457,0.0000355865,0.0001532512,0.00007548026,0.00008242969],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00001241239,0.0001011401,0.02355801,0.00003559242,0.000004663025,0.000005417812,0.9134338,0.00007266013,0.0003793463,0.004669555,0.00001370759,0.05771369],"study_design_scores_gemma":[0.001055222,0.0001112483,0.1727807,0.0002402749,0.000009978804,0.000002146399,0.7713672,0.0008841916,0.001108653,0.0003739196,0.05175588,0.0003105967],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9376909,0.0001754649,0.00001590849,0.002272144,0.00006326627,0.0001204394,0.000001345722,0.0000761126,0.05958439],"genre_scores_gemma":[0.9988952,0.0004615267,0.0001623074,0.0002906779,0.00001530584,0.00001554926,0.00000347701,0.000004663324,0.0001512757],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1492227,"threshold_uncertainty_score":0.9987597,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08339009353416436,"score_gpt":0.340969266158195,"score_spread":0.2575791726240306,"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."}}