{"id":"W159469499","doi":"10.1007/978-1-4020-5668-0_4","title":"Seeing the Complexity of the Practicum","year":2007,"lang":"en","type":"book-chapter","venue":"","topic":"Complex Systems and Decision Making","field":"Decision Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"Practicum; Computer science; Psychology; Mathematics education","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002483922,0.0008485326,0.0005704348,0.001164381,0.00289065,0.01374552,0.001432275,0.003262344,0.02121326],"category_scores_gemma":[0.006185599,0.0004703953,0.0003802784,0.001614184,0.01530879,0.0141851,0.003561184,0.008278599,0.00454271],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004744259,"about_ca_system_score_gemma":0.005318433,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004201236,"about_ca_topic_score_gemma":0.008153784,"domain_scores_codex":[0.9980781,0.0008307063,0.00004392257,0.0002322228,0.0006308829,0.0001842221],"domain_scores_gemma":[0.9966134,0.002331557,0.0001056154,0.0002752499,0.0004347257,0.0002394671],"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":[0.000005212672,0.00001037139,0.0000465104,0.00005734566,0.00000231389,0.00003582913,0.001481454,0.0002380017,0.00007256337,0.9501534,0.02930008,0.01859689],"study_design_scores_gemma":[0.000004699736,0.00000716966,0.0001125036,0.000258115,0.000001916507,0.00008421479,0.001265438,0.000555057,0.0001041299,0.55649,0.4411061,0.00001060891],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.003142645,0.03244415,0.02196053,0.05459627,0.002091532,0.0000373881,0.00006636379,0.0001439304,0.8855172],"genre_scores_gemma":[0.2334904,0.06197257,0.04265898,0.02191844,0.00334736,0.000257478,0.0002266002,0.0006339415,0.6354942],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.02121326,"threshold_uncertainty_score":0.07096541,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.522372480281239,"score_gpt":0.4456395842002643,"score_spread":0.07673289608097461,"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."}}