{"id":"W2008026314","doi":"10.1177/0033688206067430","title":"‘The Teacher Is an Octopus’","year":2006,"lang":"en","type":"article","venue":"RELC Journal","topic":"Language, Metaphor, and Cognition","field":"Psychology","cited_by":94,"is_retracted":false,"has_abstract":true,"ca_institutions":"Brock University","funders":"","keywords":"Typology; Psychology; Teacher education; Mathematics education; Pedagogy; Teaching method; Teacher preparation; Sociology","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0004464669,0.00007833564,0.00007834296,0.0000404264,0.0003024113,0.0001122339,0.0001539848,0.00007868844,0.00373162],"category_scores_gemma":[0.00001331497,0.00004909992,0.00008627548,0.00007248398,0.00003796419,0.00008317633,0.000007897705,0.0003511864,0.000657275],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002257065,"about_ca_system_score_gemma":0.00001865665,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001138967,"about_ca_topic_score_gemma":0.00003460496,"domain_scores_codex":[0.999115,0.0001656853,0.0001964942,0.0001108836,0.0001654637,0.0002464758],"domain_scores_gemma":[0.9995608,0.00002938044,0.00009688712,0.0001895065,0.00005403154,0.00006938042],"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":[0.0002094143,0.0006360444,0.01530516,0.000003854825,0.0002024998,0.0004205316,0.006898387,0.000001939996,0.001991835,0.02564027,0.5749838,0.3737062],"study_design_scores_gemma":[0.001754025,0.0002802536,0.1345648,0.00002078329,0.0001181301,0.00294961,0.005219406,0.00002981297,0.0005707353,0.06528526,0.7888818,0.0003253594],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8076315,0.002825202,0.0006192515,0.001154858,0.001305461,0.00005842895,0.000002767659,0.00003662052,0.1863659],"genre_scores_gemma":[0.9423405,0.0000581187,0.0001211905,0.0006214513,0.002406015,0.000004483596,0.000004035599,0.00001930261,0.05442493],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3733809,"threshold_uncertainty_score":0.9971791,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02125431378200691,"score_gpt":0.3064624669259893,"score_spread":0.2852081531439823,"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."}}