{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001529084,0.0006477463,0.0003979471,0.001458009,0.01991287,0.00913001,0.0008971453,0.002080154,0.05422438],"category_scores_gemma":[0.003376112,0.0002231509,0.000449175,0.001247859,0.00992645,0.002546187,0.005675782,0.006880509,0.009232436],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02706968,"about_ca_system_score_gemma":0.03232164,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.5185774,"about_ca_topic_score_gemma":0.7689188,"domain_scores_codex":[0.9972237,0.0004261819,0.00003192654,0.0002040493,0.000611307,0.001502767],"domain_scores_gemma":[0.9951096,0.0001499741,0.0001065387,0.0001396994,0.0009246793,0.003569442],"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":[0.00008427712,0.0001021246,0.004135788,0.00007165068,0.00001991057,0.0004164844,0.03225537,0.00006194643,0.0004096864,0.2814808,0.6416506,0.03931138],"study_design_scores_gemma":[0.000004271527,0.00001202804,0.004601762,0.00005299245,0.000001928272,0.00004364714,0.01033997,0.000007021976,0.00003142005,0.002827244,0.9820693,0.000008424603],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.02689235,0.003390046,0.0004519272,0.1221741,0.007042862,0.00004474651,0.0007681986,0.0001080921,0.8391277],"genre_scores_gemma":[0.2674444,0.001857726,0.000338148,0.02179076,0.001306335,0.00005764493,0.0005142989,0.0001620761,0.7065285],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.5185774,"threshold_uncertainty_score":0.9685156,"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."}}