{"id":"W4413200019","doi":"10.3102/ip.25.2182419","title":"Classifying Teacher Need–Supportive Behaviors in Intervention Programs: A Systematic Review","year":2025,"lang":"en","type":"article","venue":"","topic":"Teacher Professional Development and Motivation","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Université Laval","funders":"","keywords":"Intervention (counseling); Computer science; Systematic review; Psychology; Mathematics education; Medical education; Medicine; MEDLINE; Political science","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":[0.02035361,0.001646314,0.01381321,0.007414418,0.001146484,0.003331987,0.002453361,0.002370835,0.002344724],"category_scores_gemma":[0.07369743,0.001645755,0.01294653,0.007629452,0.001294061,0.002954402,0.002438645,0.002068105,0.0001906806],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005360105,"about_ca_system_score_gemma":0.01815644,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0197311,"about_ca_topic_score_gemma":0.06566177,"domain_scores_codex":[0.9810589,0.006167756,0.007356899,0.001681196,0.003260046,0.0004751257],"domain_scores_gemma":[0.9534639,0.0341359,0.0079458,0.0008522856,0.00296936,0.0006327336],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.0009418605,0.0001842466,0.007430939,0.8795017,0.0448818,0.00007546394,0.000680343,0.0001621508,0.0001788897,0.0001557803,0.0009372951,0.06486946],"study_design_scores_gemma":[0.002023573,0.0007961454,0.02130577,0.659851,0.3075862,0.0001764297,0.001064054,0.0002757495,0.0003704365,0.0002972164,0.00615812,0.00009523198],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.01152939,0.9841185,0.0007167093,0.0003436591,0.0001990461,0.002184155,0.0005571935,0.00002359799,0.0003278561],"genre_scores_gemma":[0.1983602,0.7904517,0.005701961,0.0009648088,0.0001270779,0.003540665,0.0006388724,0.00002124791,0.0001934429],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.02035361,"threshold_uncertainty_score":0.1076415,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04229478692750548,"score_gpt":0.3922021018881474,"score_spread":0.3499073149606419,"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."}}