{"id":"W2094451737","doi":"10.1080/1470329032000172711","title":"Student teacher collaborative reflection: perspectives on learning together","year":2004,"lang":"en","type":"article","venue":"Innovations in Education and Teaching International","topic":"Reflective Practices in Education","field":"Social Sciences","cited_by":21,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"McGill University; George Mason University","keywords":"Collegiality; Pedagogy; Reflective practice; Context (archaeology); Value (mathematics); Professional development; Reflection (computer programming); Collaborative learning; Psychology; Faculty development; Professional learning community; Sociology; Mathematics education","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001295144,0.0001102852,0.00008549085,0.0006000914,0.0007203342,0.000245642,0.0001839692,0.00008370439,0.0002130317],"category_scores_gemma":[0.00229036,0.0001215453,0.00001958848,0.0005306462,0.0001496013,0.0006931002,0.00002677002,0.0006757886,0.00002668211],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001539916,"about_ca_system_score_gemma":0.0007827812,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009764359,"about_ca_topic_score_gemma":0.0005248245,"domain_scores_codex":[0.9985101,0.0003731896,0.0002570477,0.0003138143,0.0003953348,0.0001505462],"domain_scores_gemma":[0.9989877,0.000161239,0.0001897963,0.0001071884,0.0005113476,0.00004271115],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"qualitative","study_design_scores_codex":[0.00001334935,0.00105097,0.04945504,0.00000102736,0.00002370094,2.486156e-7,0.1880554,0.0003826391,0.00008177405,0.736235,0.0001819111,0.02451896],"study_design_scores_gemma":[0.0005139243,0.0000831498,0.1055413,0.00007672689,0.000007642833,0.000004479494,0.5089763,0.00001938203,0.00004036501,0.02143398,0.3630759,0.0002269169],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.521863,0.00006606214,0.0005072049,0.01632457,0.001556649,0.0002012754,8.22238e-7,0.00005667941,0.4594237],"genre_scores_gemma":[0.9867604,0.0001148027,0.005925321,0.0004417911,0.0008088929,0.0001313367,0.00001746032,0.0000134617,0.005786486],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.714801,"threshold_uncertainty_score":0.5540301,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02591766389640416,"score_gpt":0.4535920543212223,"score_spread":0.4276743904248182,"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."}}