{"id":"W4236926991","doi":"10.1007/978-3-319-15877-8_890-1","title":"Research As Daily Practice","year":2017,"lang":"en","type":"book-chapter","venue":"","topic":"Counseling, Therapy, and Family Dynamics","field":"Psychology","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Psychology","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":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.002069325,0.0003526869,0.0004000322,0.0003034859,0.0004195952,0.0002026853,0.0009375594,0.0009894207,0.01768089],"category_scores_gemma":[0.0001970561,0.0003261658,0.000188043,0.00001597579,0.0003646679,0.0001287001,0.0001273066,0.001915258,0.02893885],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000988428,"about_ca_system_score_gemma":0.0002306511,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001257209,"about_ca_topic_score_gemma":0.0003212628,"domain_scores_codex":[0.997489,0.0001225904,0.0003369188,0.0007493681,0.0007568172,0.0005453292],"domain_scores_gemma":[0.995558,0.0009800954,0.0002975733,0.002235353,0.0007694696,0.0001594891],"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":[0.000273089,0.00005339259,0.000002565562,0.00000993573,0.000294748,0.0003175376,0.004798129,1.770558e-7,0.000004287641,0.7193008,0.2524309,0.02251444],"study_design_scores_gemma":[0.0003781021,0.0002335802,0.00002575547,0.00005082468,0.00005227109,0.0000932109,0.002563668,0.0000030064,4.388124e-8,0.06501171,0.9312524,0.0003354672],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00006284891,0.002351367,0.000189668,0.000997682,0.00231327,0.0004235612,0.00002476537,0.0001213675,0.9935155],"genre_scores_gemma":[0.001448204,0.004788018,0.0004264403,0.001666446,0.001196116,0.00002263654,0.00004575005,0.000146616,0.9902598],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.6788215,"threshold_uncertainty_score":0.9999191,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1086001023084566,"score_gpt":0.4475307511104695,"score_spread":0.3389306488020128,"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."}}