{"id":"W4323789525","doi":"10.33137/ic.v30i.39492","title":"Life’s Hard Play","year":2022,"lang":"en","type":"article","venue":"Italian Canadiana","topic":"Educational Leadership and Practices","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Psychology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0004793864,0.00004519728,0.00005166135,0.00007367401,0.001112427,0.00007246845,0.0002498352,0.00002231008,0.01905473],"category_scores_gemma":[0.0005074433,0.00005663765,0.00003197953,0.0002645644,0.0000812652,0.000187502,0.00001234858,0.0001436724,0.0002135406],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000340911,"about_ca_system_score_gemma":0.002877459,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.1827897,"about_ca_topic_score_gemma":0.2777187,"domain_scores_codex":[0.999032,0.0001978466,0.00007481295,0.0001283172,0.00031021,0.0002568627],"domain_scores_gemma":[0.9991553,0.00014814,0.00004289406,0.0001039234,0.00002354237,0.0005261383],"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":[0.000003009046,0.0000157414,0.005377566,0.000001883602,0.00001649584,0.00001494534,0.02646498,0.00001890732,0.000003129777,0.169793,0.7972476,0.001042735],"study_design_scores_gemma":[0.00003379409,0.000009826313,0.00314323,8.217149e-7,0.000005541247,0.000001137025,0.0462185,0.000001378591,9.530381e-7,0.0008861748,0.9496198,0.00007881554],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.05227154,0.0007557339,0.00000147606,0.3218273,0.002117456,0.0001528698,0.0001206246,0.0000490019,0.622704],"genre_scores_gemma":[0.9335693,0.00000594158,0.00004789152,0.01118979,0.0004642481,0.00003092268,0.00001696473,0.000007250228,0.05466772],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8812978,"threshold_uncertainty_score":0.981842,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07401389337662734,"score_gpt":0.3267775787495671,"score_spread":0.2527636853729398,"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."}}