{"id":"W4416650058","doi":"10.1108/978-1-64113-793-520251008","title":"There Will Be Struggle","year":2019,"lang":"en","type":"book-chapter","venue":"","topic":"Educational Leadership and Practices","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"","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":["insufficient_payload"],"category_scores_codex":[0.0002957676,0.0001090299,0.0001188615,0.0000364856,0.0001728851,0.00008231333,0.0002367681,0.0002657788,0.0695813],"category_scores_gemma":[0.00005895468,0.00009576297,0.00007382386,0.00001387305,0.0001419863,0.0002914651,0.00001583963,0.0002371537,0.002325803],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000533053,"about_ca_system_score_gemma":0.000754559,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008757437,"about_ca_topic_score_gemma":0.003476137,"domain_scores_codex":[0.9991599,0.00003568762,0.0001005507,0.0001818536,0.0003765487,0.0001454949],"domain_scores_gemma":[0.9990647,0.0005016568,0.0001195643,0.0001639683,0.0000791922,0.00007084834],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00000190402,0.000004605183,0.00004356434,0.000007273297,0.00002166423,5.593345e-7,0.00295096,9.433194e-8,2.406038e-7,0.9393473,0.05638932,0.001232501],"study_design_scores_gemma":[0.00002239486,0.0000101499,0.00001694455,0.0000195248,0.00001756268,2.199344e-7,0.005281281,8.806872e-8,6.391788e-7,0.04683869,0.9476577,0.000134825],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00001623204,0.0007048377,0.000001876313,0.03575239,0.0007626981,0.0001422312,0.00001414138,0.00004323368,0.9625624],"genre_scores_gemma":[0.005520825,0.0004347113,0.0001068552,0.00188836,0.0009581723,0.000001510466,0.00002259351,0.00001760082,0.9910493],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.8925086,"threshold_uncertainty_score":0.998451,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1054119231502312,"score_gpt":0.3580175276441331,"score_spread":0.2526056044939019,"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."}}