{"id":"W4393850725","doi":"10.55982/openpraxis.16.2.644","title":"Threading Humanity Back into Education and Educational Research","year":2024,"lang":"en","type":"article","venue":"Open Praxis","topic":"Adult and Continuing Education Topics","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Athabasca University","funders":"","keywords":"Humanity; Sociology; Higher education; Engineering ethics; Pedagogy; Political science; Engineering","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":[0.03912286,0.001378626,0.001398265,0.006575391,0.007051034,0.02668557,0.002435804,0.00534261,0.008985242],"category_scores_gemma":[0.03252336,0.0009069968,0.0009932389,0.003295265,0.1351177,0.03846185,0.02281065,0.008658877,0.001323489],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006224952,"about_ca_system_score_gemma":0.008138862,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001618894,"about_ca_topic_score_gemma":0.001558787,"domain_scores_codex":[0.971069,0.02175649,0.0008611932,0.00281213,0.002555913,0.0009453388],"domain_scores_gemma":[0.9478258,0.0372333,0.001642688,0.009976114,0.001517587,0.001804587],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0000236425,0.00003600649,0.0004174633,0.0004371883,0.00003457961,0.0001724911,0.07946199,0.0005383065,0.0006512242,0.8844787,0.001257004,0.0324914],"study_design_scores_gemma":[0.00001860753,0.00008056095,0.0003179093,0.001095405,0.00002339158,0.0002395873,0.02658734,0.0006994255,0.0005072667,0.8408414,0.1295525,0.00003656723],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.04653911,0.03588372,0.5202222,0.1006325,0.005519595,0.0004911566,0.0001291861,0.0008714054,0.2897111],"genre_scores_gemma":[0.8296636,0.01344095,0.1224926,0.00965992,0.002153669,0.0006773496,0.00007934254,0.0006654981,0.02116707],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.03912286,"threshold_uncertainty_score":0.2069039,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1293285232555707,"score_gpt":0.507136356718364,"score_spread":0.3778078334627932,"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."}}