{"id":"W3012276086","doi":"10.5539/hes.v10n2p24","title":"Draw Me a Shepherd: Student-teachers&amp;#39; Perceptions and Metaphors on the Image of the &amp;#34;Leader-teacher&amp;#34;","year":2020,"lang":"en","type":"article","venue":"Higher Education Studies","topic":"Language, Metaphor, and Cognition","field":"Psychology","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Psychology; Meaning (existential); Personality; Perception; Perspective (graphical); Mathematics education; Big Five personality traits; Pedagogy; Qualitative research; Social psychology; Sociology","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":["insufficient_payload"],"category_scores_codex":[0.0004676927,0.0003652496,0.0004603051,0.00009356032,0.0005020583,0.00008360956,0.0004168731,0.0001334078,0.004357549],"category_scores_gemma":[0.0001460151,0.0002214008,0.0002403017,0.0005563464,0.0005749483,0.0001264016,0.0001392444,0.0004773418,0.0009136901],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009888959,"about_ca_system_score_gemma":0.00007407658,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002067137,"about_ca_topic_score_gemma":0.0001909314,"domain_scores_codex":[0.9972903,0.0008170687,0.0004928563,0.0005882515,0.0004635473,0.0003479498],"domain_scores_gemma":[0.9981831,0.0003555483,0.0002827767,0.0007434342,0.000317597,0.000117552],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"observational","study_design_scores_codex":[0.0001310105,0.001989124,0.0246639,0.000116753,0.002573578,0.000001012853,0.6358172,0.000001616677,0.01216435,0.02113557,0.2984336,0.002972228],"study_design_scores_gemma":[0.0006887184,0.0001007131,0.3845601,0.00007705685,0.0008470939,0.000007867822,0.3413688,1.623906e-7,0.0001269644,0.001347457,0.2704544,0.000420673],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9497679,0.007459016,0.00005838555,0.02210862,0.0017515,0.0006346556,0.00002960649,0.00009522183,0.01809502],"genre_scores_gemma":[0.9509854,0.0003062952,0.00038101,0.004206945,0.0007397775,0.0004522757,0.00003257444,0.00005248744,0.04284321],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3598962,"threshold_uncertainty_score":0.9998642,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.10156780705889,"score_gpt":0.3953222826562584,"score_spread":0.2937544755973683,"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."}}