{"id":"W4411014117","doi":"10.31542/8deejt86","title":"Introduction to our First Issue: Spring and Flourishing","year":2025,"lang":"en","type":"article","venue":"Pedagogical Inquiry and Practice","topic":"Leadership, Courage, and Heroism Studies","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"MacEwan University","funders":"","keywords":"Flourishing; Spring (device); History; Psychology; Engineering; Social psychology; Mechanical 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008819943,0.0001500477,0.0002027557,0.00008076878,0.0003962998,0.0001466865,0.00008548583,0.0001245933,0.000197076],"category_scores_gemma":[0.001687447,0.0001325691,0.00002622936,0.0001785658,0.00007500783,0.000382387,0.0001308644,0.000372051,0.0001973409],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001885772,"about_ca_system_score_gemma":0.00001043416,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000203139,"about_ca_topic_score_gemma":0.00004506371,"domain_scores_codex":[0.9986989,0.000242824,0.000202027,0.000472006,0.0001117565,0.000272421],"domain_scores_gemma":[0.9987397,0.0008193936,0.00006357162,0.0002068276,0.00006561344,0.000104958],"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":[0.002102791,0.0004659535,0.003672133,0.0003237168,0.0004939492,0.0001542098,0.3609012,0.00001957834,0.0002856358,0.05252716,0.5039785,0.07507519],"study_design_scores_gemma":[0.0002969209,0.00009910522,0.005204713,0.00002204069,0.00009634766,0.0000456717,0.220968,0.000004611553,0.00001752521,0.0002589702,0.7728474,0.0001386688],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.3447762,0.006195561,0.003274242,0.603956,0.004409246,0.0003386289,0.000001715303,0.0001491178,0.0368993],"genre_scores_gemma":[0.9679351,0.0009351508,0.001436179,0.00410243,0.005878928,0.00004323835,0.000001463271,0.00001435993,0.01965308],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.623159,"threshold_uncertainty_score":0.5406012,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2838214726087094,"score_gpt":0.4812589579203526,"score_spread":0.1974374853116432,"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."}}