{"id":"W7035888196","doi":"","title":"From Above, From Within: The Transformative Power of Travel and a Shift in Perspective","year":2024,"lang":"en","type":"dissertation","venue":"University Library (University of Saskatchewan)","topic":"Collembola Taxonomy and Ecology Studies","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Transformative learning; Perspective (graphical); Power (physics); Energy (signal processing); Reflexive pronoun; Narrative","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0000504092,0.0001944663,0.0004312441,0.00007104744,0.0002138622,0.00001410989,0.0004042596,0.0002727605,0.0006906237],"category_scores_gemma":[0.000003871636,0.0001120451,0.0001692591,0.0004165784,0.0002788637,0.0005536139,0.0001228755,0.0003538508,0.000006990705],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004298337,"about_ca_system_score_gemma":0.0000874109,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.03566831,"about_ca_topic_score_gemma":0.2205396,"domain_scores_codex":[0.9991796,0.00008885534,0.000130873,0.0003464278,0.0001210096,0.0001332095],"domain_scores_gemma":[0.9993582,0.000308947,0.0001822889,0.00006403252,0.00003555354,0.00005093025],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.001717894,0.0001725286,0.009191639,0.00005550492,0.0006908763,0.0001063032,0.9842367,0.000002671951,0.0007706725,0.0009047014,0.0006597926,0.001490691],"study_design_scores_gemma":[0.0002478815,0.00009259104,0.265784,0.0001020929,0.0001145203,1.679877e-7,0.7288272,0.00000752261,0.0001755387,0.003999071,0.0005079687,0.0001413567],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9878635,0.0005629754,0.000001315827,0.001984261,0.0001294602,0.0002555507,0.001664746,0.00002503886,0.007513191],"genre_scores_gemma":[0.9963685,0.000162748,0.00008324654,0.00002467591,0.00002575149,1.022107e-7,0.0003393442,0.000001470448,0.002994136],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2565924,"threshold_uncertainty_score":0.9707533,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006431223931667431,"score_gpt":0.1596429470344364,"score_spread":0.153211723102769,"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."}}