{"id":"W3216808421","doi":"10.29173/pandpr29499","title":"Attunement as a Pedagogical Starting Point","year":2021,"lang":"en","type":"article","venue":"Phenomenology & Practice","topic":"Teacher Education and Leadership Studies","field":"Social Sciences","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"St. Francis Xavier University","funders":"","keywords":"Attunement; Psychology; Flexibility (engineering); Pedagogy; Conversation; Lived experience; Reflection (computer programming); Mathematics education","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.001172845,0.00008962664,0.0001393719,0.00003472473,0.0005132268,0.00007189563,0.0001369404,0.00007470536,0.003996854],"category_scores_gemma":[0.005823691,0.00009348863,0.00004053674,0.0002337561,0.0002556374,0.0003100902,0.00008133167,0.0002975006,0.0009428654],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001722779,"about_ca_system_score_gemma":0.000551988,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007049061,"about_ca_topic_score_gemma":0.0005101001,"domain_scores_codex":[0.9979392,0.0009316067,0.0001954448,0.0002864528,0.0002526504,0.0003946128],"domain_scores_gemma":[0.9985327,0.0008085407,0.0001353871,0.0001767364,0.0002325735,0.0001140575],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00003322602,0.0004974722,0.002590759,0.000005902626,0.0001265747,0.00005071721,0.745457,0.000001343747,0.0001654711,0.2406821,0.003215821,0.007173626],"study_design_scores_gemma":[0.0001056706,0.00002476569,0.000433193,0.000002033117,0.00002754161,0.000004688562,0.5209709,2.506941e-7,0.00002010946,0.003044151,0.4753006,0.00006603861],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.05324242,0.001832775,0.0001116727,0.6302674,0.0004816512,0.0001047083,5.399179e-7,0.0001033656,0.3138554],"genre_scores_gemma":[0.9696624,0.0003419754,0.002271035,0.01627397,0.0004900077,0.00003780512,0.000003365017,0.000009366625,0.01091013],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9164199,"threshold_uncertainty_score":0.999835,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3661041622293471,"score_gpt":0.5122931007610821,"score_spread":0.146188938531735,"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."}}