{"id":"W1566197173","doi":"","title":"Catterall, Calvin D. and Gazda, George M. (1978). Strategies for Helping Students .","year":2012,"lang":"en","type":"article","venue":"Canadian Journal of Counselling and Psychotherapy","topic":"Collaborative Teaching and Inclusion","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"George (robot); Psychology; Art; Art history","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":[],"consensus_categories":[],"category_scores_codex":[0.001623935,0.0000918188,0.0001544147,0.0001301991,0.0008551371,0.0003085024,0.0001327008,0.00006695561,0.00004423998],"category_scores_gemma":[0.00000375228,0.00008278329,0.00003445295,0.0001004182,0.0001331819,0.0003743524,1.793716e-7,0.0001371099,7.846883e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003783527,"about_ca_system_score_gemma":0.0003017646,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004256979,"about_ca_topic_score_gemma":0.04991776,"domain_scores_codex":[0.9990951,0.0001269566,0.0001903926,0.00008311796,0.0001798332,0.0003245781],"domain_scores_gemma":[0.9990446,0.000117091,0.000126647,0.00005351781,0.0001608151,0.0004973152],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00021269,0.0000926057,0.05433383,0.00005395491,0.0001865689,0.000008829993,0.7839958,0.00002781534,0.001146148,0.07957231,0.02180101,0.05856846],"study_design_scores_gemma":[0.0006237025,0.0001370441,0.00136129,0.0001125141,0.00001609667,0.000009944826,0.005342912,0.00001264265,0.00001147831,0.02996344,0.9622536,0.0001553689],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9471051,0.03074791,0.01858017,0.001976277,0.0008771447,0.0001504896,0.00001171629,0.000006846233,0.0005444225],"genre_scores_gemma":[0.9507403,0.04677928,0.0002776276,0.0008373327,0.000831052,0.000002419871,8.525899e-7,0.00001141722,0.0005196778],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9404526,"threshold_uncertainty_score":0.9674187,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03095327840817888,"score_gpt":0.3558544442659919,"score_spread":0.324901165857813,"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."}}